{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 参考：\n",
    "\n",
    "<http://www.360doc.com/content/18/0909/08/11881101_785070895.shtml>\n",
    "\n",
    "<https://www.cnblogs.com/wu-chao/p/8319951.html>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Python 3.8.2\n"
     ]
    }
   ],
   "source": [
    "!python --version "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/d/Codes/jupyter/go-jupyter\n"
     ]
    }
   ],
   "source": [
    "!pwd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"\n",
    "===================\n",
    "Styling with cycler\n",
    "===================\n",
    "\n",
    "Demo of custom property-cycle settings to control colors and other style\n",
    "properties for multi-line plots.\n",
    "\n",
    "This example demonstrates two different APIs:\n",
    "\n",
    "    1. Setting the default rc parameter specifying the property cycle.\n",
    "       This affects all subsequent axes (but not axes already created).\n",
    "    2. Setting the property cycle for a single pair of axes.\n",
    "\"\"\"\n",
    "\n",
    "from cycler import cycler\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "x = np.linspace(0, 2 * np.pi)\n",
    "offsets = np.linspace(0, 2*np.pi, 4, endpoint=False)\n",
    "# Create array with shifted-sine curve along each column\n",
    "yy = np.transpose([np.sin(x + phi) for phi in offsets])\n",
    "\n",
    "# 1. Setting prop cycle on default rc parameter\n",
    "plt.rc('lines', linewidth=4)\n",
    "plt.rc('axes', prop_cycle=(cycler('color', ['r', 'g', 'b', 'y']) +\n",
    "                           cycler('linestyle', ['-', '--', ':', '-.'])))\n",
    "fig, (ax0, ax1) = plt.subplots(nrows=2)\n",
    "ax0.plot(yy)\n",
    "ax0.set_title('Set default color cycle to rgby')\n",
    "\n",
    "# 2. Define prop cycle for single set of axes\n",
    "ax1.set_prop_cycle(cycler('color', ['c', 'm', 'y', 'k']) +\n",
    "                   cycler('lw', [1, 2, 3, 4]))\n",
    "ax1.plot(yy)\n",
    "ax1.set_title('Set axes color cycle to cmyk')\n",
    "\n",
    "# Tweak spacing between subplots to prevent labels from overlapping\n",
    "fig.subplots_adjust(hspace=0.3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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110u5erWUGo1NxCooSJWZmdst1h87NlVu2oRu85QpKSttIocxWq1WXrkSJ5OSlsjY2Eflnj0dZW5urNm2BQVpcssWP7lpE3L//j4yOXmpLC4usrmMd99t+FMNH265bXS0lBcv2lwkE3JzpfTzM5Rz5077HT87P1u+v/19GT43XJ64eMJsm4SshKv6ofXHreWj6x6Vvx77VWblZ9lPUCklsF+a08HmCm292VORl8e72941UOL6W+cvOstlh5dJTbGVFNThw1LedVf5irFOHSnHjJHyu++kTE21zrGrglYrZUyMlG++KeW115Yvd7t2Un79tZRXrljl8Dk5R+SxY1Pk5s2+cseO5rK4uNBsu0uX/pZRUYPlhQvzZUFBmlWObW3Onn1b72GD3LkzXGq1tnnw6bN3r+FP5OUlZZqTfUUnT0rZr5+UQigZu3dXl545ioqkvHTJOsdNv5IuZ2+aLeu/V//qPf/CPy9YbL84arE8cfGE1FoSzg5YUuQOibXSu3dv6SwLgt7a+hYf7vywzAmJdg3a8fyA57mv2334eFbBNS8mBl5/XZlRymLQIHjkEWWHdgL7swElk7BLl6r39ZQUy21DQ2HWLGVTDwys9KHy8k5x5syrpKYuRz9RTadOPxIaasYu4ORotUXs3t2KwsLS5ERt2swhLKwC9okKcPYstGyppkTMMXAgbNkCERFqemPqVKhnWyeKKpGSotwaw8KUndwcixfDzJnwxBPw5JNVO4/U3FTm7prLF/u+IKcwx6CuWd1mxD8R77Quy0KISCllb5Py2q7IQbkUrY5ZzcKohWw+u9liu5bBLXnt5teY1H0Snh5mZoGMiY2FN95Qis/S91y/Pjz4oFLg7dpV7QTsjUajjK6ffw7r11tu16QJvPmmOj9zs2ZGFBQkER//JklJC5BSY1IfFHQ9PXu6XpYwKSUZGX9z/vwnpKf/jodHAP36ncfb21QLSalFSg0eHuUPGNLT4a231M/w7bdw//3m2x05oqYwupS75tq5KSpS00OnT6vPwcFqXDF8eMX2z8jL4K2tb/HV/q8sOkf4e/mza+ouujcpw6DvQNyKvIIcTT3Ku9vfZXn0crQGuXhL6dGkB58M/YQbw28030laGrzwAnz3nZphMttJDzVqHTfO+UbflSE6GubMgR9+UAreHF26wAcfwNChZidFi4oySUj4gPPnP0arNX+D+fm1onnzmbRoMQshKvAQdVKuXInl8uVDhIaaS9IEKSnLOHPmJVq1eoPGje+1eK7r16vRdWam+hwWpsYNrnwplce33yrPlhK8vNQ8fXlhmzRaDQsiF/DKple4lHfJbJv6fvWZ1XcWM/vOpIF/A+sJbWXcirySxKXH8d7291h8aDEaramCCvAOIOG/CdT311v8odHA11+rpW8ld5gx3burUfqIETVriXxCAnzyCcybB5cvm28zaBB8+KF6x0eNPhMT53PmzIsWl8kHBHSjVavXCAkZ5dIKvCJotYXs3duR/Hw15AwI6Eb79l8RHNzfpO2ZM2p0qu+n/e678PzzJk1rDAsXwrPPwiWdLn74YXW7lcU/p//hv3/+l+jUaLP1oQGhPHn9kzza51GCfIOsLLH1saTI3WFsLdC2QVu+GfkNcTPjeKzPY/h6GroSvTDgBUMlvn079O6tDHjmlHiXLrB6tbIzjxxZs5Q4qCHhnDlKob/wgumqEVDmmJ49YcYMcpK3c+BAf06efNSsEvfzu4aOHX+gd++DNGp0Z41X4gBJSd9cVeIAubmHOXjwBmJjH6KoKN2gbevW8J//lH5u2VL5d9dkpkxRD7B33lFWuxdftNz29KV4Rv84msHfDzarxJvXbc4nQz/hzKwzPDfgOZdQ4mXhHpFXkPjMeJ775zlWHF1BeHA4xx47hr+3v1pp8eyzylhnjg4d1Aj8rrssz0bVRM6dg5dfVoE49ND4w9kH4fxdmB1G+Pg0ITz8FZo2nVYhO3FN4uzZ14mPfxspTReQeHs3ok2bOTRufP9VX+f0dDV2ePhhNa9ck80qxhQVWV5cdPkydO9ZwNnWr6DtOxc8S9+oA7wDeGHACzzZ70l1/7oYbtOKldh+bjv5mnwGtb5VTaE/8QRklYYNOF0f6udBfe+6MHu2GqG7UKwSq3PgADzzDHLjRi7eCCdnQqFJNGUVsyQ8/EVatJiFp2cFFzbVQPLyznDmzMukpprPilav3kDatfuSgAC11l2jqVlBqKzB88/D++/rPoQehjGToGkUD3R/gHdvfZdmdZ1v5W1FcStya5KUpNY6r1tnUKzxgOunwYVQP74e9iWj+j3oIAGdi8LCNE5sHc1FL9OolQAhu7xoG/oGfg8+V7veWiyQmQn/+98m2rZ9lJYtY03qhfCmdes3CQt7ulaYnCpDbKwKq1uk91LT6IZ1rFsRynXNr3OcYFbCbSO3BlIqV8LOnU2UOMBHdzYhshkke+Uz+q8pTFg9gbTcNAcI6jxcurSeffu6mlXivsnQ5QXo8qIGv2kvqsnQ8+cdIKVz8fLL8Oab/8e0aYf49ts3KSgwnG+QsojTp58nKmogeXlnHCSlc7D3wl5OpZ+6+vnkScNIFY2baoj97Y4aocTLwq3IK0pqKowdC/feCxlGk3P+/pyY8wKvdTcs/zH6Rzp/2Zn1J8rwta6haDSXiY19mCNHhlNUZLh4SOBFy41NuO5BCNEPMbNpkwr08dNP9hXWyXjrLTV5WVTky9KlLzNlSjSZmaaxgrKytrN/fzeSkr7FEW/WjkSj1fDKxlfo920/pq6detVVePhwFTaoxKd+0UIv6tevYY4FZnAr8orw+++lXifG9O8Phw4RPus1nrvhOZMVYWlX0hi+fDhP/PEEBZrKhb90VbKydrF/fwRJSfNN6urW7U2v3ge55rXzeL73sWmgr4wM9cCcMkUl0aiF1Kun5oiFgPbtYdmyNowatYFOnX7Ey8swjHBx8WViY6cRHT2awsJUCz3WLOIz47l50c28te0ttFLLlvgtzNs/72p9o0awZInKvzJ0qOV+LC17cEXcNvKyKCpSPk5z5pjW+frC22+ryU69VYtRyVFMWTOFg8kHTXaJaBLB8ruW2y+6ogOIj3+PM2deAowXQnkSHv4y4eEvGYaYjY9Xa8b//de0szZt1EKjvn1tKbLT8scfanm9vidnQUESsbFTSU/fYNLe27sRHTospmHD2+0npJ1ZdXQV03+bTlaBYV6CQJ9A4p+Ir/Binvh4lTdlzhy4805bSGob3DbyynL2LNx4o3kl3qePetw/9ZTJ0vOIJhHsmbaHNwa+gafRRFRUchS95vdi4cGFNfZV2Ne3OcZK3N+/PT177qR169mmccLDw1Ws8zlzTL17Tp1SIXLfftvyClkX5eJFFU72xAnLbYYONXXH9/VtSteu62nX7is8PAwDixcVpXHkyDBOn34JrZlFbK5MbmEu09dOZ9xP40yUeJPAJqy8e2WFlXhREUyYoHzS77pLOZbl59tCavvhHpGb45df1Ku98cIeT0/lUvj88xXy+dqVsIsJqycQn2Wa+Pqezvcwf8R8l1+IYI7Y2OkkJX0DQLNmj9GmzQcVS14cFaXmII4dM627/XZlb3DCDEWVZd8+FRTq3Dk1Jtixo2oeqleunOT48QfIzjaNZR8cfDOdOi3H17epFSR2LEdSjjDup3Fm06oNazeMRaMW0SjAjE+rBQzcE3V8+6265Z0d94i8IhQUqJUVd95pqsRbtFAh5F5+ucKOu/3C+hH1SBTjOpvG1VhxdAV9FvQhJi3GGpI7FW3bfkr9+kPo1u0P2rf/vOIZ6CMiVObfGTNM6zZsUJkPnHkAUAEiI1U2nnPn1Od9+1RgzKpQp047IiK20arVG4Dh219W1hb2748gI2Nj9QR2MD8c/oG+3/Q1UeLeHt7MHTKXdRPWVUqJg0quof/gHDYMJk+2grAOxD0iL+H8efWetXevad2IESoAVhVHg1JKFh5cyON/PM6VIsMUa4OuGcTf9/9dpX4dSWHhRTw8/PDyqnyY2gqxbp2KmnjxomG5jw98+qny43fBMAdarfKs2KBn4r7hBti8uXoLezIztxITM57CwiSjGkGrVrMJD3/JpXzOC4sLefqvp/ls72cmde0btmf5Xcvp2bRnlfvft0+ZtgoL1YtgSEh1pLUf7hF5WWzbVprnSh9vb5g7V+WhqsYrvRCCqT2nEvlQJN0bl4bHDA0IZdGoRVXu11Hk5EQSGdmTkycftZ2tf/hwNQ/Rr59heWGhCvk7eXLF8446ER4eykIUHq4+P/GE8rqs7urMevVuonfvKOrVu9WoRnL27Gukp/9RvQPYkaScJG5ZfItZJT45YjKRD0VWS4mDMmkdOKAc0lxFiZdF7VbkUsKXX8Itt5hmim3dWhkvn3jCaiO/DiEd2DV1Fw9GPIin8GTl3StpHmQhc62TkpKyjIMHB1BQkEBKytKrtnCb0KKFGqo+/rhp3ZIlSsmfcb0FMQ0bKlf5FSvUOMFaERx8fELp3v1PwsNfA0qv2WbNZtCw4R3WOYgdmLJ2CjsSdhiU+Xr6snDkQr4b9R2BPtZ5C6xXTy1bsMT27eZf0J2R2mtayc9XttjvvjOtu+MOFQTLRmlUpJREp0bTtXFXm/RvK4qL89m3rwv5+aUr6YTwpXfvAwQEdLLtwVesUG6KubmG5SVaceBA2x6/kkip8li3aOGY46en/82xYxOpU6cj3bv/Y+ot5MScSj9F7wW9ycxX81ThweGsHreaXs1ME2rbioQE9ZKena1yoz/oJNE2LJlWamfOzoQEKfv0MZ938pVXpCy2UdLlCnIg8YBcdniZQ2WwRE7OEbllS8DV3JMnTsyymEvT6sTESNmhg+lv5uUl5Vdf2UeGCpCbK+U990jZtKmU5887To78/POyoMCBOV+rwfoT66WYLeTgJYPlxVz7ZoS+ckXK3r0NL7H//MdyHlF7gjv5so7du6Vs3NhUGQQGSvnzz46TS0didqJs8b8WktnIl/59SRZrHftQMUdq6s9yyxY/mZS02P4Hz86WcuxY8w/hRx+VstBODxULnDsnZc+epSL16WO1XNRWRavVyvPnv5JFRTmOFsUi/57+13qJzyvBjz+aXlqvvmp3McziVuRSql/Iz8/0V2rfXo32HExeUZ7su6Dv1YzezEaO+XGMvFxw2dGimZCfn+i4g2u1Ur75pnllPnCgQ9PEv/66+eeLs5GQ8KnctAm5d283mZcX7xAZjqYelcfSjjnk2OWxdKmU/v7q9xs+3OEv6VexpMhrx2SnlMpZd/x40yVcw4erGY2OHR0jmx57L+w1Wdr/y/FfGPDdABKyEuwqS2LiPPLzTRcyleDQhSZCKH/+n382jdWyeTNcdx0cPeoQ0V56SU2xlNC5Mzz9tENEsUhGxkbi4v4LqCxEBw70JTvbvnNWG05uoN+3/RixfATpeenl72BnJk5Uvg633aamy5w9urKTi2cF8vLUrzJ7tmndc88p18LgYLuLZY6bwm9i06RNhAaEGpRHJUfRZ0Efdp83XcFnbbRaDSdO/IcTJx7hyJHhaDTZNj9mlRkzBnbuLPXlK+HMGRXM7J9/7C6SpycsW6bGBSNHwq5dcM01dhfDIlJK4uPfBoqvlmk0OXbzMZdS8vHujxm+fDjZBdnEpccxdtVYiopNsyI5mh494M8/nUY9lEnNVuTJySoyzvLlhuXe3spb5b33nO5R2z+sP3un7aVbY0O/qJTcFAYuGsiqo6tsdmyNJpvo6BEkJn4BQG5uNDEx4507bke3bmp1x003GZZnZ6tl/d/Y0D3SAkFB6sXgl1+gbl27H75MhBB07bqWkJAxJSV06rScunV72PzYGq2Gx35/jP/++d+rYWcBNp7ZyKoY213XtmLHDnjmGSguLr+trXEuLWZNjh5VUfP27DEsb9hQRdpz4jW54fXC2TFlB6M7jDYoLyguYNxP4/hgxwdqgsOK5OfHc/DgDSYLR7KytnHlipOHEWjUCP7+W6321EejgenTVXANKwfdSkuDw4ct14eGOt0Y4SqengF07vwTYWHP0qbNHEJCRtj8mDkFOYz6cRRf7f/KoNxDeDB3yFwmdJlgcxmsyZkzMHq0ivU2erTKE+pIaqYf+caNKlnsW1AAACAASURBVF5KlmGUNDp2hN9+c5l041qp5eWNL/Pu9ndN6h7q+RBf3PGFSfzzqpCdvZcjR0ZQVGS4KMrXN4yuXdcRGFjGqglnQkr43//UMMn4ur77brWIyAoZimNjlR08N1eNE1q2rHaXNZoL2RcYvnw4UclRBuV1feqy4u4V3N7OtcLuZmUpy12M3vimVy+1QNzWCbBrzxL9JUtU/E9jJX7bbcpg6SJKHNRo5Z1b32HhyIUmCnv+gfkMX6bsjNXh4sW1REUNNFHidev2oWfPPa6jxEFNgj71lEoAYnxHlSwaSkkxu2tF2bJFLSg9dUpZ7oYPV1acmkZxcS4xMfeRl3e2Wv0cSj5E32/6mijxlsEt2Tl1p8spcYDERFP1Mniw7ZV4WdQcRS4lvPEGTJpkmHkVVGyO9etdY9bCDA/2eJA/Jv5BsK+h/H+e+pMbv7uR5MvJVer3woUviI4eg1abZ1DeqNHdRERsdt0QqGPGKI3buLFh+d69SgvHmiY0rihr1xpm+jtyBD74oMrdOSVarYaYmPGkpv7AgQPXk5MTWaV+NpzcwIDvBnAh54JBea+mvdg9dTddQrtYQ1y707GjupR66KYVxo9XIfMdSc1Q5IWFKpjwa6+Z1r3/voqnUt2oRA7m1mtuZefUnYQHG3po1PGuY6Lgy0NKLadOPcPJk//BOAlEy5bP06nTioqHnnVW+vRRdo8uRsqixKNlxw7z+5XDBx+o50QJkyfDq69WXUxnQ0pJXNzjXLqkkosXFaVw8OBNXLpUubyzCyIXMGL5CC4XGhqPR147ki2Tt9C0rosOEnQ0awZbt6oEYosWOX4+xPUVeVaWMlguWmRY7uur4nM8+6xLhjs1R6dGndg9bTd9mvUBoHW91qwZvwZ/74q/0xUX5xMTM4GEBOPMR560bz+Pa655FyFc/7IAlFvi9u3KrKZPejrcemuVkjx7eqrsc/37q1HYwoUqsm5NQcpiiooM/bq12iscOTKSxMR5FvbS31/yysZXeGjdQxRLQ3eOWX1n8fO4nwnwCbCwt2sRGKiuAV9fR0vi6or8wgXldmbsL1zimTLONKGDq9MksAmbJ29mUvdJ/D7xdxOf87IoKkrn8OHBpKWtNCj38Aiga9e1NGv2kIU9XZjgYBXbfOpUw/KCAnV9zJ1b6S79/ZV74Ysv1pgxwlU8PLzo1GkZYWHPGtVoOXHiEU6ffgEpLXsAXS68zM/HfzYoEwg+GfoJHw/9GE8P14mJXl127oTHHjO19NoC1/VaiY5WfsLnzxuWt2mjova3a1e9/msYeXlnOXx4KHl5hvZhH58mdO26nrp1qxff2emREt56y7wd5Ikn4KOPDN6PU1IgKUklLaqtXLjwJSdPzsTY/BYaei8dOnyHh4f5V5H4zHj6fduPpMtJ+Hv5s/yu5YzqMMoOEjsPsbHqrS09XamplSvVCL661Cyvlc2bVb4sYyV+/fXKM6WWK/G9F/Yya8MsNLqFPDk5Bzh4sJ+JEq9TpyM9e+6u+Uoc1ND5lVeUCc54vuTjj9XoPE9N+p48qW7CIUPg9Gn7i+osNG8+gy5dfjVJ8pyauozDh29Ho8kyu194vXB+n/g7reu1ZuOkjbVOiScnK8e5dJ2FasMGtS6xoMB2x7SKIhdCDBVCxAoh4oQQz1ujT4v8+KO6w4z9f0aPVuaURpXL31fTiEuPY/iy4Xy691NG/ziaxJQ1REXdTGGhoWdLcPDN9OixAz+/cAs91VAmTVJpYYyXXK5eDYMHs/vPLPr1Uwo8NVWNpi5dcoyozkBIyAgiIjbj7W1owsvM3MjBgzeSn3/e7H4RTSKI/U8s17e43h5iOhXm3FGHD9fZ0m2U1arailyoIA1fALcDnYAJQgjrZxmQUi2jmjBBeanoM2OGmriq4+KeFtUkLTeN23+4nbQraQBostdzLGY0xcWGngOhoePp3v1PvL3rO0JMxzN4sFq90ayZYfmOHaybuNxAcZ84YZpxvbYRFNSHnj134e9v+Kabm3uEvfv7cPlytNn9vD1dJ5mFNWnfXhkGeupedKdO1Vn0oqJUZRUm2cvDGiPy64A4KeVpKWUh8CNg3Xep4mKYNQueeYbLBPAgC0lE57703nvw+efKnaCWk5GfcTX40P0t4fkO4Gk0GRcW9jQdO/6Ah4cTTLU7ku7dYfduFZ5QjzcuzWCi3+qrnydPdryPsDPg738NPXrsJCjIcISt1SRz4OANZGRsdoxgTkqTJsoC/PrrKsOQ+PsvuPFG5aBx331qIGFFrKHImwP6MVbP68qsx/z58NlnaPDkHlawiAfpxy5i3l+rIhjWNNeBKtK+YXt2TtnGO90bMqW1YZ1WgnfIf2nT5sOa415YXcLClHvizTdfLfJAsjB/Ard6buKVe0+xcKH1cmq6Oj4+IXTv/i+ZHoa++dribA4fHkJq6goHSeac1K2rRuLeyxYrF+mSgCwFBTBqFMRbDhNdWaxxR5vToiauMEKIh4QQ+4UQ+9PS0ip3hGnTkLcNYQZf8jsq2PM5wrnh3REcPFjOvrUIjeYyF88+Sr96hkbdQi28HgOD13zNb7G/OUg6J6VePRWrVM9V1YciNhTfxhsrOyCWLHagcM6FVmp5+u+XuGtTNGsMF2siZSExMeNJSPjI6gHdXBYp1evc5MkqgJs+kyapgYSVsIYiPw/oS9QCSDRuJKWcL6XsLaXs3aiyE5Le3hT+sIqkoA4Gxa1bQ9u2lRe4ppKff4rMzE0GZdlF8NQh2HoR8jR5jF4xmnn7y1/YUdPJzqZ0EODrq0IdP/nk1XpvNOrmmzwZ3nzTNAhXLSNfk8/4n8bz8Z6P0QIfx8F8Mx49p049TVzcE0jpBLFdHYlGA48+qhKg6COECuw2d65Vl4Nao6d9QDshRGshhA8wHlhrhX4N8A2pyy9H2/PwxBxALdpbv9754j07ksDA7nTuvJKSn9XXtyXRng8TrTeLrpVaHln/CC/9+1KtHTlduKDMlbfeCseP6wo9PJQv+dy5pqa6V19VIXLtsbLDCUnPS+e2728ziRn+W0ogmgbPIIShO+eFC59y9Og4iosNY/jUGnJzVRyHeUYDJh8ftdr8v/+1+iGtsiBICDEM+BjwBBZKKcucHqrOgiAp1f02fDh06FB++9pIYuJ8EhO/pmvX9fj6NmXe/nnM+H2GQTB/gIldJ7Jw1EJ8PGvQGvNyOHIEhg0rXYLQqpXyMGjSRK/RqlVw//2mjr9Dh6o6a6zscBHOZJzh9h9uJ/aS4RqEJoFN2DBxAxFNIkhP/4ejR++kuDjHoE1QUH+6dl2Lt3dDe4rsWFJTYcQIFVVLn3r1VDYy4wQolcTSgiDXXdnppky02kKDlXe/xf7GPT/dQ57GcJQ0sNVA1oxfQ5BvkL1FdAjvv6/yTOgzfbqaTzdg2zY1IaUf6hCUT9m6ddDUtYM+VYT9ifu5Y9kdpOYahjjuENKBPyb+QXi90jUIly8f4vDhYRQWGlpV/f3b063bBvz9nSjfna2IjVWjBONVZGFhalWQkYdUVahZKzvLIDNTmTVTU8tt6tIkJy9Bo8mxWG+8fHrEtSPYNGkTjeoYzk94e3jj7+XAQMp25tlnYdq00s+jRqmFnSbceKOKkGicD/TAARUK99gxm8rpaNadWMfNi242UeI3tryRHVN2GChxUGa9nj13U6eOobLKyzvBgQP9yM42ytRV09i2TS0HNlbiFtxcrU2NUuSFhSox0OLF6l47ccLRElkfKYs5efJxjh+fREzMuErl0+zboi+7pu6iXQO1sKNb4278NO6nWrVwQwgV1XjoUBXQaPXqMtaRdeyobsKeRiEM4uPVTbt5s63FdQhf7/+aUT+O4kqR4SrEezrfw1/3/0UD/wZm9/PzC6NHj+3UqzfQoLyoKI2CgiRbiet4VqyAQYNK1+SXMGiQinVrvPDMBtQYRS6lekXepHPaOH1aKfNo84vOXJLi4lyio8dw4cJnAKSn/0Fc3MxKTVq2adCGnVN3MrbTWNbfu77WmFT08fZW5srPPqvAOrImTVSSituNMtlkZqrwuEuW2ExOR6DRalhyaInJfMqz/Z9l2V3L8PPyK3N/b+96dOv2B6GhpTk427adS6NGo8vYy0WRUtnqxo83XW0+ebIKBRFkn/urxijy/HyVgkmfDh1qnntiYaHhyCYl5Qfy889Wqo+QOiGsHLuSFkEtrCiZc5GRUXbuCB+fSqwjCwxUqYH0bTKgvFgmTVJeLTXEA8jLw4s149fQtoG6cTyEB18M+4L3B7+PRwUXknl4+NKx41JatnyB5s1n0qLFLFuK7BhK3AuNJ1xAZSqz90oyKaXdt169eklbUFAg5eTJUoKUbdtKmZZmk8M4lPz8JLlzZ0u5aRNy584WMifnkNWP8Vvsb/Lx3x+XRcVFVu/bHpw6JWWHDlIGBkp58KAVO9ZqpXzrLXWBGW/33itlXp4VD+ZYTl46KcPnhsu1x9dWqx+tVmsliZyIzEwphwwxvQa8vaVcssSmhwb2SzM6tUYpcinVvfb++1KeOGGzQzicy5ej5cGDA2V+/nmr9x2VFCUD3g6QzEYO+2GYzM7PtvoxbMmOHVKGhJTeW82bS3ne2l/T8uVS+vqa3sgDBtSo0UN+Ub7N+tZqNTIu7hmZl3fOZsewCadOSdmxo+lvHxws5b//2vzwlhR5jTGtlCCE8kyoySHJAwI60737Rnx9rRvSJiknieHLh5NblAvA7yd/54aFN3Au65xVj2NLDh6EixdLP1+4oBZmWpXx42HjRggJMSzfvl3FxK9Gcmd7sv7Eerac3WKx3tfLdoHV4uKeJCHhQw4cuM51PFq2bYPrrjP1WGrZUtnxbrnFMXJRg2zkFSUlRQV5d+ZJUK22kBMnHiMry7KRV9ggUNilPNPA20dSj3DdguvYd2Gf1Y9nCx57TAXKLOHeey24F1aX/v2VR8u11xqWnzoFffuq+C1OzGd7PmPkjyMZs2IMJy7Z173r/PlPuXDhUwAKC5M5ePBmLl36w64yVJrFi9VSYOPg9H37qiTfNnYvLI9apcjz89XK2c2b1X24YYOjJTKlqOgShw7dRmLil0RHjyEv76zdjt0ltAt7pu2hV9NeBuUpuSnctOgmlh1ZZjdZqsNHH8HIkWoOculS8Cvb0aLqtGmjloUOHGhYnpWlFob8739ONwlaWFzIw789zON/PI5WasnIz2D4suGk56WXv7MVkFKSmWn4FuDj05i6dXvY5fiVRquFF15QXijGIRrGj1ducgbLgh1DrVHkUqoA77t2qc85OWqZ//btjpVLn9zcGCIjryMrS13oRUVpREePLHPhj7VpVrcZWyZv4c6OdxqU52vymfjzRJ756xmKtc4dEMnTE37+WcWCtnmE4/r11eh78mTDcq0WnnoKpkyxbY6vSpByOYVbFt/C/AOGy1hPZZxi89nNdpFBCEHnzqto2VJ5e5Qk/vbxaWyX41eK7Gy1MOW990zrZs+GZctUJm4noNYo8uJi0wBbQ4cqX3Nn4OLFdRw40I/8fMOVYcXFuRQV2XeZaoBPAKvGruK5G54zqZuzaw53LLuDjLwMM3vaj82bVdY/S9g1z4iPj3I3mzPHNKLdokXKlpecbHZXe7E/cT+9F/RmR4KhuS7QJ5DfJvxm8uC2JUJ4cM0179KhwxI6dlxKYGB3ux27whw/ruzha9YYlvv5qQvvtdecKg9CrYq1IiV8+qmKVnrNNbBvn4pl40ik1HL27OvEx79hUhccfDOdO/+Ej0+ImT3tw/eHvmf6b9MpKDYcVbZt0JY149fQqZH1s/qVhZTw9dfw+ONKZ27ZouYXnYYNG9Qrt3HixhYt4NdfoVcv8/vZkKWHlzL9t+nka/INytvUb8Oa8WvoHOpY+64liooyHJOOcO1alcUnx+hNuHFjpdj79rW/TDpqTayVshBCTYStX6/uKUcr8aKidI4cGW5WiTdtOo3u3f9yqBIHuL/7/Wx7cBvN6xp6yMSlx9H3m76sOb7Gwp62YdYslaJVo1GL6caMKY1k6BTcfrua/DJ2mzp/Hm64Ab75xm5282JtMc/89Qz3/3K/iRIffM1g9k7f67RK/MqVOPbsaUt8/NtIo1WmNkOrVfa4UaNMlXivXiqioQOVeFnUKkVewtChZU8yx8fb/l7LyYkiMrI36enGM66etG37Me3bzzcJfOUo+jTvw/6H9tOvhaEd6nLhZUavGM2h5EN2k8XYwys5Gf7+226HrxgdOihlPniwYXlBgYojMXUq5Nk2VndSThKDvh/EnF1zTOqe6vcUv0/83WLMFEdTXJzL0aNj0GjSOXPmZaKj70SjybLtQbOy1Khg9mzTugceUK6HLVvaVoZqUCsVeVmcOwe9e8PYsSqchi1ITv6egwf7kZ9/xqDc2zuUiIh/adFilk3cC6tDk8AmbJq0iak9phqUP9LrEbo3sZ+Nc/RoeOYZ9X9AgJrUfPBBux2+4tSvr2JtPPGEad1336nJmbg4mxx605lN9JjXw2QC09fTlyWjlzDntjl4eXiZ39kJOHHiEXJzS/2DL11aQ2RkHy5ftpHPcFSUsoevNcqH4+kJn3yi5jmcZFLTEm5FrkdennooX7yoouL16GEaH746FBfnceLEDI4ffwCt1vBVNyjoenr3PkC9ejdb2Nvx+Hr5smDEAj6//XO8PLzo0aQHc4fOtbsc77yjBrV796rfy2nx8lIZh5YtMw2xeOiQGjEYT6ZVk4NJBxn0/SBSclMMypvXbc62B7dxf/f7rXo8W9C48SS8vAyTUeTlneTAgb4kJ39vvQNJqVLcX3+9aajURo3g33/VZIyTDarM4Vbkejz9tAo3XcLZs2rNhzXIzT3KgQPXkZj4lUlds2aPEhGx2eorNW2BEILHrnuMjQ9sZNXYVeVGw6sqSUmm+WpL8PJSpuZO9p1nrToTJqinjvHioaws9Yrx7LOm0fOqSESTCMZ3GW9QdkvrW4h8KJI+zftY5Ri2pkGDQfTuHUlgoOHEsFZ7hePHH+DYsfur75KbmakSbs+YYeoe2rs3REbCzc47qDLGrcj1ePJJw9DTY8bAzJnV61NKSWLifCIj+xi8LgJ4ePjRocMi2rf/Eg8P2y2HtgU3ht9ImwZtzNZJKflgxwck5VQtBvXq1WoO4513qiOhk9G5s3KTGjvWtO7DD5WpxQpL+4UQzBs+jw4hHRAIXr3pVf667y8aBzqhn3YZ+PmF06PHdpo0mWpSl5KylMjInmRnV9Hzbd8+daP/9JNp3fTpKoa4FTPc24Na5X5YEQoKlA32t9/U6Lx+NbyfiooyiI2dzsWLq03q/Pza0LnzSurW7WlmT9fmq31fMeP3GTT0b8i84fO4q9NdFdrv8mXllbJwofrs6anmmJzF198qSKnsrs88Y/rK4e+v4glMn17t1/mjqUe5kHOB29rcVq1+nIHExG+Ii5tpYo4UwptrrnmXFi3+i6hIiF2tVn33zz1nukozMFDl+5swwfy+ToI7Z2clycqC4GDzdVIqhV/W0u/MzO0cO3YvBQUJJnWNG99Hu3Zf4uVV18yerk1kYiT9F/ansLjUVHB/t/v57PbPCPaz8IXqSEmBbt0M0/S1bq3MycaLuVyeHTvgnntUVC9jRo1StiPjoFx6HEk5wveHv+f9Qe873cS4LcjNPUpMzHiTt1qA+vWH0KHDInx9y1gqf+aMmhXfYiZIWI8eKsuPC0Tac/uRVxJLShxgwQL12+8xE7StuDiXkyefICrqJhMl7ukZqFvN9n2NVOIAn+791ECJA3x/+Hu6fd2NTWc2lblv48bKoaMEb28VBCsgwBaSOpgbboDDh+EuM28ra9ZA165mA28Va4uZs3MOvRf05sOdH/Jd1Hem+9dAAgI607PnXpo1m2FSl5HxJ/v2dSI5+XvTbFklK8i6djWvxGfOVHE7XECJl4V7RF5Jzp5V18Tly2pl4XPPqdW6vr6QkbGR2NhpJm6FAIGBvejUaTl16rj2BVMexdpiPtz5Ia9uepUibZFJ/X+v/y9v3/I2/t6W3blmzlQOA8uWQUSELaV1AqRU7m0zZ0Jurmn9pEkqCljDhpzJOMPkNZPZGr/1anWgTyCHHjnENfVrQZZ6HWlpvxAbOxWNxjRMRIMGw2jffh5+fi0gIUG5N5lbaBAcrGx4d9ovNIE1cJtWrIBWq/KpbtIbWAYEwJEj0KhRNPv3dzW7X1jY07Ru/bbTLPCxB1HJUdz3830cTTtqUtc6oDOv9f6CSQPNewXk5Sn9ZjEpck0kLg4mTjTr71rUOIS5Lw/i9ey1JgmRAd699V2eH2Am5VgNJj8/gWPHJpKVtc2kztMziDYpo2k69RdEthnvlttuU6YrF5vQBLdpxSoUFqrIpfp8+KGy4wYGdqFx4/sM6vz8WtO9+7+0afNhrVLioNzg9j+0n6f6PYVAz4YbN5gzb69l8oS6jFtxL4k5iSb7+vvXMiUOKrns9u3wyisGgbe2t4Qed13kuUs/mijx+n71WXH3ilqnxAH8/MKIiNhEmzZz8PAwnKwqLs7mRMgSDr2WQ55+AvuAAGVm+eMPl1TiZeEekVeBDRtUHt5OneCvv0odDIqK0tm7txNFRak0bz6T1q3fxssr0LHCOgGbz27mgV8mkfD9q3BQz51s8NME3bKAt295m0d7P4qnhz1DFjoxu3dzccZknguLZaEFp6bbWg9m4ejvaB7k/GsPbM2VKyeJPTqJrNxdJnWiEMJWQctzA/D6eokadbkw7hG5lSgqymTgwDNER8OSJYZeYt7eDejYcTEREVsR4hOiotxKHGBgq4EcefQwXZu3NazY9AbZSQ2ZuWEm7+943zHCORkarYZvfKLpMP6iWSVePw/mr4U/3j5L8437nC5xhd3RaqmzcgcRI+Jo+wl4GIWwkT5wbiLsfS2OJL8t9gvAZWfciryCSFlMYuI89u5tx/Hjk6hXT9K0qWm7Bg2GEBw8gMceU+Ebpk93suh8DiLYL5h/F95MQN0S32kt9FoAAWmEBoTyaO9HHSqfM7A2di3dvurG9N+mm027N/kgxH4G0w+AOHFSrVi7+WbrxpFwJbZvhwED4MEHESlptPgV+kyBepGmTQsLkzlx4hEKCmrmzehW5BVAqy0iMrIPJ048QlHRRbKytpGWZmZVmI5ff1UmFynVnErbtpBoagqusVhaWt+oEbz8ohddu0qe/OYn6o56BXwv89FtH1Hf3wFxp52MLWe3cOziMZPyjiEd2dzwKb7bHEwj47nObdtUaNUJE5SvdG1g1y41YXnjjaUpv3T4J0P3z8PpkDcLHx/DkVZY2JP4+TlvBMNqIaW0+9arVy/pasTE3C83beLqtnNnuNRorpi0y8+XMjxcSqXG1TZqlP3ltTdarZTr10t5881SPv205Xb5+VIWFqr/L2RfkG9sfkNqtVqzbQs0BfKVja/IpJwk6wvshKTlpsm679SVzEYyG+n3lp98Z+s7skBToBokJUk5fbqUHh6GF1jJ5uMj5dSpUh475tgTsRV790p5++3mzx2k9PWV8rXXpLyi7suiohx56tRLcvNmX7ljRxNZVJRttltL158zAuyXZnSqW5FXkMuXY+SmTUJu2oTcsqWOPHPmdanR5Jlt+8cfUrZvX3p9HTxoZ2HtTGKilF26GOqT06er3+/nez6XzEb6vOkjJ/0ySR5IPFD9Th1MUXGRPHHxhMX6Nza/IT1e95AP/vqgjM+MN98oOlrKYcMsKzSQcuRIKbdvt9FZ2BGtVsqtW6UcMaL88z11ymwXV66ckenpGy0eIilpkYyKGiwzMrbY6iyshluRl0NeXrw8c+Z1mZq62mKb6Ohx8ujRiTIvL6Hc/goKpJw/X8qZMy23SUxU1+e6dVJqNFWR2jnQaqXs3NnwvpowoXp95hTkyMYfNr46Oi3ZbvruJrk6ZrXUFLvWF5aRlyE/3PGhDJ8bLlv8r4Us1BSabZdTkCOjU6Ir1uk//0gZEVG2guvXT8qff5ayqMiKZ2MHsrKk/PxzwxGCuW3gQCm3VF0Ba7UauXt3+6tv2pGR/WRubqwVT8S6WFLktdr9UKst4OLFNSQlfUtGxt+AJCjoBnr23G6hvQYPKwbkf/NNePVV9X94uFoh6pRJEnRIaTmW0+LFhonkBw9Wgcd8qxjUce6uuTz515MW68ODw3m418OM6zzOYhRGR6OVWnYm7OSHwz/w/eHvyS0qXbm54u4VjOs8zgoH0cIPP6jMNqdPW27XpImyo993n4ov4azxWaKiVIzwH34wv9K1hAED4I03VGLrapCauoKYmNKwvx4edejfPwkvr6Bq9Wsr3Cs7dWi1hWRl7eDixV9JSVmKRpNu0ua6645Tp861Zva2HhqNcmnV92j55BMVx96ZkFLNJy1dqkJ/REebT5ZSWKjCVfTvrwL79axmUMcCTQHzI+fz8Z6POZ1RhoICejbtydhOYxnbaazDlbpWatlxbgerYlax+thqswueAPq16MfOqTutd+DiYpUu6YMPoLx7q2NHpdDvvRdatbKeDFVBq1VhZdeuVVt0OVmA+vVTCvzWW63yMIqNfZikpPlXPzdpMpkOHczHr8nLO4OfXyuHBimr1Yo8L+8U6el/kJ7+JxkZG9Fqy3jSA2Fhz9GmzXs2lenff9Vy/xLq1FGB8MwlhE5Ph1On1EDKy84ZusaONQzbvHKl+ZDaAFeuWH9FZrG2mPUn1/PJnk/YeGZjue17NOnBx0M/5qbwm6wrSBlcyL7ArvO72Hx2M78c/8Wi8i7Bz8uPiV0n8sWwL/D1snIceilVcKgPPlAr18qja1c1qh04ULkyNrBDHs/Ll5WMa9ao17bk5LLbe3qqiJAzZqikrVZWpJmZ24iPf4uMjL+IiNhGvXoDTNpoNNns2NEQb+/GNGgwhAYNhlK//iC8ve3rbWUTRS6EGAvMBjoC10kpK6SdbaXIpSwmL+80ublHuXLlKLm50WRnnqxbAQAAIABJREFU7yM//1SF9g8M7EXTplMJDR1v8x9ISjUQ+eor+PFHFWbjm2/Mt/3mG+WP7u8P3burBBiWlGllKC5WcYXi4iwPcPTNPwAjR1o9O1mFOZxymE/3fMrSw0spKC6w2O7fB/7llta3mJRn5mfi4+lDHW/rPG0Kiwu59vNrOZt5tkLtm9VtxmN9HuOhXg8RUsdyiFqrcfiwim/+00+mWeHNIYSKI/x//6dGDW3bqq1Ro6orz6wsZS6JjFQB/iMjVQKNiuid5s3VhT9tmvrfxly5Eoe/fxuzI+60tF85etQ4r6AHdev2JjAwgoCAzrqtC97eoTYbtdtKkXcEtMA84Gl7KPLExPkUFaWh0WSj0WRRXJyFRpNNYWESV64cMwk+Xx5eXg1o3Pg+mjadQmCg/ZII65OeDvn50KyZ+foRI2DdutLPixapoHjGJCfDiy9CaKi69zp0gDvuMN9nnz4qzndJfP3kZBVG1pht2+AmvcFt48YqAmRZsdhtzcUrF1l5dCUrj65ka/xWJKXXsIfwIOv5LAJ9TFfVPvHHE3yy5xPq+9UnLDiMsCC1NQlsgoeZxAQFxQVcyLmAQLBw1EKzsnT/ujuHUw5blDXQJ5AR7UcwttNYhrcfjrendxXOuJrk5amR79KlapRuydHfEkFBpUo9JET9+L6+aiv5Py9PBZJPTYW0tNL/kyqZJcrTU40qHnlEXfj2fgW1QGzsIyQlzatQWy+vhtSp0wFv74Z4eQXj6RmEl1cwXl7BBAb2pEGDQeV3YgFLirxa35KU8piu8+p0UynOnp1NYWHVUoiV4OPTlAYNhtCw4XAaNhzu8DRrZb3N5ubCP/8YllmyP587ZxjPe8wYy4pcozFMkhIXZ16RX3eduncHDoT774ehQ8HHwfG/QuqEMKPPDGb0mUHy5WR+PvYzq2JWsTV+K90bdzerxAESslV8+Iz8DDLyM8pUwPoEeAfw7chvzV7n/Vv0N+kn0CeQkdeOZGynsQxpM6TMkL12wd9f5accN05lFl+5Uin13bsrNjLOzlajaf2EttYkMFBdWKNGwbBh9jHvVBqJh0cdtFrT6JPGaDSXyM7eYbauadOHq6XILeEcj7tK4OUVXGlFLoQPwcEDaNBgKA0aDCEgoKvLZFVJT1fX9vbtaoDj56fmqsyhn1kHTHPK6tO2rXrjLeHkSZXrwBhfXzVa93TSeFZNAptcVeopl1PKnBhNyDLN1lQRcotyyczPNLv6tF9YPxZGLaR3s970a9GPm8JvYvA1gx2vvC0REqJszTNmQEaGyk+5aRNs3qxe0exF+/Zq5D1qlBolVNW9yU5ce+082rX7lKys7Vfn23Jzj1S6Hy+vsrNkVZVyFbkQ4h/AXA6ll6SUFbaWCiEeAh4CaNmy6stkPT3Ldgvy8mpIQEAX3absVoGBPV02CmFYmEpGLKVa5n/qlOW3zcoqclAmmLZty87C46xK3JjGgY3LTDIshMDLwwuNtpKmBdRo3pwiH9tpLPd0vsf6k5b2oH59pUhHjVKfL11Sin3PHvWKdvKk+nul/FGoRTw8lI2vZ0/o1Uv9jYhQ5hoXw8PDl/r1b6V+/Vtp0+ZDCgqSuHz5ILm50eTmqjk5Zd7Ns9iHrdwareK1IoTYjJ1s5OfPf0ZhYeJVu1Op/akedeq0t+lEg7Nz4oQaWKWmqjfoNm1U4hlzpKcrBV1WSruaSLG2mJTcFBKyEkjITiAhK4H0PFMXVFD29qZ1mxIWFMaAlgPKzTlaI5FSvZLFxalRxOXLakKnoKB0y89XefkaNy6doAkNLd0cOaFiZ5TDxRkKCuL15vFK/zZoMIz69avu+25T90N7KnI3bty4qa3YJB65EGKMEOI80A9YL4QwzRbrxo0bN25sikMWBAkh0oD4Ku4eAly0ojiugvu8ax+19dzd522ZcCllI+NChyjy6iCE2G/u1aKm4z7v2kdtPXf3eVced2IJN27cuHFx3IrcjRs3blwcV1Tk88tvUiNxn3fto7aeu/u8K4nL2cjduHHjxo0hrjgid+PGjRs3ergVuRs3bty4OC6lyIUQQ4UQsUKIOCHE846Wx1YIIRYKIVKFENF6ZQ2EEH8LIU7q/to3or0dEEKECSE2CSGOCSGOCiFm6cpr9LkLIfyEEHuFEId05/26rrxGn3cJQghPIcRBIcQ63ecaf95CiLNCiCNCiCghxH5dWZXP22UUuRDCE/gCuB3oBEwQQnRyrFQ2YxEw1KjseeBfKWU74F/d55qGBnhKStkRuB54TPcb1/RzLwBukVJ2ByKAoUKI66n5513CLOCY3ufact7/J6WM0PMdr/J5u4wiB64D4qSUp6WUhcCPwCgHy2QTpJRbAeNITqOAxbr/FwOj7SqUHZBSJkkpD+j+z0Hd3M2p4eeuS5B+WffRW7dJavh5AwghWgB3APr5sWr8eVugyuftSoq8OaAfUPq8rqy20FhKmQRK4QGhDpbHpgghWgE9gD3UgnPXmReigFTgbyllrThv4GPgWVSmsRJqw3lL4C8hRKQuxDdU47xdKbGEudi0bt/JGogQIhBYDTwhpcyuDWGJpZTFQIQQoh7wixCii6NlsjVCiOFAqpQyUggx0NHy2JkbpJSJQohQ4G8hxPHqdOZKI/LzQJje5xZA2enKaxYpQoimALq/qeW0d0mEEN4oJf6DlPJnXXGlzl0IsVkIMc22klYNIUQrIYQUQpgdREkpM4HNqDkSl/vNhRADdRFRK8INwEghxFmUqfQWIcRSXPC8K4uUMlH3NxX4BWU6rvJ5u5Ii3we0E0K0FkL4AOOBtQ6WyZ6sBUpSLk8C1gAIIQYIIXYKIbKEEOlCiB1CiD4V6VCnUNraSN5KI9TQ+1vgmJTyf3pVZs+9piCEaKQbiSOE8AcGAccxPe+LOkVXI5BSviClbCGlbIW6nzdKKe+j5v/eAUKIuiX/A7cB0VTjvF3GtCKl1Agh/gP8CXgCC6WURx0slk0QQiwHBgIhutHNa8B7wEohxFTgHDBWCBEErAMeBVYCPsCNKC8IV+QG4H7giM5eDPAiZs7dFgcXQnhJKSufB676NAUW6zyzPICVUsp1QohdGJ73dmrHvJBdfm8H0hhlPgOlg5dJKf8QQuyjquctpXRvLroBvYHMctpMQXl/ZKAeguG68q2oOYZc4DJwj5l92wAbgUuoOMk/APX06tKBnrrPzXRtBuo+Xw/sBDKBQyXlurrJwGkgBzgDTLQguydKkZ/StY0EwnR1/VFvaVm6v/319tsMTNP97wG8jIp/nwosAYJ1da1030HJjbPVghyjgCggWyfLUN1NFmnU7ingV93//sBHuuNmoZSwv94xvXTtglFvIUnABeAtwNOMDEOBQqBI93sd0vve1+p+izhgehnXQnkyPYhyKMj4f/bOOzyqomvgv7vpjfReIRBKCJAEpSioKKIIr7wvwqeoWEBsKIoVxa6AKCqKIigiCCriq6iviDWU0EkDEgKEhPReN23bne+PXUJCEghhs5uE/J7nPoSZe2fO3r177syZM+cADwFXAIcN3+EKQxs2hr4iGrXrBdQBnugHIDmN6h4HUoAAc/9euvNhdgF6jkv48qAXeiW7Dr1/ves59VMMP+6B6N/8C4E9jeoF0Pc87fcFxht+vJ7olf8HjeofQP+SsEf/knjXUO5vkGuiQZGON/zfE3AwKMT+hnN9gfBW+n8GOAL0R7/YPRRwB9wMyuZuw+e6w/B/d8N12zmryO833IM+gCPwA/CVoe6MAltvkMuuBRmuNCi98YbP4g8MaKTQBjY6NwGYavj7Y4Mc/uhfSKMN15zp84wi3wKsMvTvBRwAHmzlfrwKbDinbAfwCWCL3ge9GLi+lesvJNOnhnZuBOoNsnkZzi8CrjG08wnwdqN25wG/GP6+FoMiB14C4gFPc/9WuvthdgF6jkv8AvVK+kv0i8Fa9KMzb0Pdb8CsRucqgFrOjsrPq8hb6GsKkHBO2c/ole1hwMZQ9twZZdnovN/R2/0c0I/wprakOM+55jhwawvldwMHzinbC9xr+Hs7ZxX538Ajjc7rj35Ua9lIgfU5jwyrgPdbqVsJvGX4Oxz9y8TGcJ/rgKEtXHOmT0v0U2xV4/uA/qUU00p/r9JIkaNf/NcBTo3KFgNftnBtW2Tyb1RWSqNZGme9iABGoB+5Kwz/PwRMN/x9LfqZxXvoR/zO5v6NXA5HV1rs7KEFhBDHhBD3CiECgMHop9ofGKqDgeWSJFVIklSBfgQp0UY7qyRJXpIkfStJUq4kSVXABvTpqBrzmaHfj4QQZ2zzweht+BWN+r4a8BVC1AD/h37qni9J0q+SJA1oRYRA9KaMc/GjearAzFY+17nnZnJWiZ4hm9ZpTQbQz4RmGBZp70Zv21ahv0e257nuDMHoN//kN7pPq2i7/7AfUCb0m6fO0Np9aItMhY3+rmvh/44AQu/jXgNcY/ju+tLU8cAFmAMsFkJUtu2j9HAp9CjyboQQIhX96PyMD3I2+mm6S6PDTgixp41NLkY/UhsihOgF3EUjf36Dv/cH6G28r0qS5Nao36/O6ddBCLHEIOfvQojx6M0qqehfBi2Rjd4Wfy556JVgY4LQjwQvdG4Q+plLYyV1vv0IrcmAEGIferv1GGAG8JWhqgS9aaLF685pWwV4NLpPvYQQ4a2cf66ceYDbGQ8IA63dh7bK1FbWoX8e7ga+F0LUN6orByYBayVJuspI/fVwHnoUeRdGkqQBkiQ9ZdjmjCRJgein5vsMp3wKLJAkKdxQ7yxJUuOV8EL0tuPWcEK/sFYhSZI/ept1Y5ajX/CbDfxq6A/0I/fJkiRNMOxYtDX4FwdIkuQtSdK/DG5XKkP7ulb6/xx4Q5KkfpKeIZIkuQNbgTBJkmZIkmQpSdL/oY+/878W2vgGeNLgtuoILAI2ibZ7p6wB7pMk6XpJkhSSJPmfM4NYD6wAtEKIWAAhhAx8AbwnSZKf4R6MkiTJpnHDQr977w9gmSRJvQzth0qSdE0rshQCIZIkKQzXZ6NfUF5suMdD0C/cbjz3wrbKdBF8BfwbvTJf30J/24E70XtnjGhnHz20FXPbdnqO9h/op9DfoR+B1Rj+XQX0anTO3eht2FXoR4BfNKp7CL23RAUGG+c57Yej9xSpRu+18RRnF7JuNfTnZvi/I/pFxTsN/x+BfiGuDP0C3K/oR4u+hvJKQ7/bgUGtfD4L9Au0Gei9Vg5i8H5Ab6qJM7QTB1zd6LrtNPVaednw2YvRv2RcDXUhNFp4PM99/jf6NQCl4TNOaFQXhH57+WvnXGOHfraSa5BxJ617raxEv8ZRiX7B9PZW5HBHb3cuB+INZQHoX2Bl6M0mD53nc7RJJsO5OTT1NNoALDynvb+A0xgS1BjKrqWp18ot6F9A0eb+vXTnoydDUA89XAKGDTxF6N0wT5pbHlMiSdIXQJ4QYqG5Zbnc6TIbgnrooZPyMHDwMlTiIcB/0Ac268HM9CjyHnpoJ4YYIRKXT5hVACRJegN4Er1XSoa55emhJ/lyDz300EOXp8drpYceeuihi2MW04qHh4cICQkxR9c99NBDD12WuLi4EiGE57nlRlHkhtXrM0HiLxgQPyQkhEOHDhmj6x566KGHywZJks7d0QwYb0T+JfpNEc02BvTQQ2eksrKS7OxssrOzKSs7Nz2qHgsLC3x8fAgMDCQgIAAbm/bunemhh47FKIpcCLHT4I7UoeR/mY9OqcOylyUWzhZY9rLE0ln/t5WbFVZuVh0tQg9dCCEEGRkZ7Nmzh3379pGWltagvJVK5YUbOAcvLy8CAwMJDAwkPDyc0aNHM3LkSNzc3C58cRdDllXU1WVQV5dGXd1J6urSqK9PR6tVIsv1CKFCls8c9SgUNlhZeWJt7YWVlZfhX09sbPxxdByGvf0A9OHWuz9CFqgL1WgrtOiqdGgrtWirtOgq9X87XeGEyxgXo/bZpdwPs9/JpjalttV6Kw8rHAY7YB9uj0O4Aw6DHXAId+iWCr5ep+NITQ2Ha2ooUKspUqsp0mgoUqsp1mgo1miQABuFAhtJwkahwFahwEahwNvamr52dvS1s6Of4V9fa2ukLp4bU6vVcuDAAXbv3s2ePXvYu3cvhYWFF76wjRQVFVFUVERcXBxbtmxpKB8wYACjR49m1KhRjB07lrCwMKP1aQqEENTVnaKiIoaKiu1UVe2hvj6Ti02Jq1K1HntMobDH0XEoTk7RODpG4eQ0HAeHcAzRBrokQghUWSpqkmuoOVqj/ze5htqUWuQ6udXrgp4PMroiN5r7oWFE/r/WbOSSPlP0HICgoKDozMwWTT3nJWtpFvVZ9WffcpVn33iaIg266pZDdjgMdsDtJjdcJ7jiMsYFhU3Xeng0skycUklcdTVxSiXxSiUn6uoIs7NjqKMj/jY2eFlZ4WltjZeVFV7W1nhY6V9eKlk+ewhBvSxToFZzsraWtLq6hkOp0zHYwYFrXVy4zsWFq5ydcbLs/O95rVbLjh072Lx5Mz/88APFxcXmFonw8HCmT5/OtGnTGDhwoLnFaRGVKp+ysq1UVGynvDwGtbqlOFsdi7W1L+7uk/Hw+BcuLuOwsLAzuQwXi7pYTfmf5ZT9Xkb5H+WoC9QtnmflaYWlm+VZq0Evi4Z/XW9wxWPSuUFE24YkSXFCiOHNyk2lyBszfPhwYezFTiEEqhzV2Tfj0Rpqk2upSa5p8nZU2CtwudYFtwlueEzxwDbI1qhyGItKrZZtZWX8XFLCb2VlBNnYcEWvXkQ7OhLt5ESEgwO2Fsabqiq1WhKqq4mpqGB7RQWHlMoGxX6DqyvXODtjqegcL0CdTsf27dv57rvv+PHHH9ulvG1sbBrMJN7e3iha+GwqlYrc3Fyys7PJz89HllsfZbVGeHg406ZNY/r06WZX6lqtkpKSHyks3EB5+d/oQ8S0hoSNTRB2dn2bHFZW7igUtigUNobDFkmyQZbr0GiKUauL0GiKDP8WUld3CqUyDrX6/HnSFQp73Nwm4O7+Lzw8bsXKytWon729CCFQHlBS+r9SyraVoYxTNpmoWHlY4RBxdvZ/xhpg5doxVoBur8hbQ1bJVO6upOz3Msp+L6MmqeZspQSu413xneWLx60eZh+pF6hUfF9czM+lpeyrqmKMszP/8vBgsrs7fiZeaKvX6dhXVUVMRQVby8rIUam4w8uLu7y9iXR0NIsZpry8nDVr1rBixQraOqOzt7dnxIgRjBo1iuHDhxMcHExgYCAeHh4X9Rm0Wi15eXlkZ2dz6tQp9u3bx969ezl8+HCbFfzYsWOZN28et956KxZGfAmfD1nWUF7+J4WFGygp2YIs17V4noWFE87OY3FxuRYXl2txdIxAoTDeM6dSFVBdnYBSGUd1dTyVlbvQaEpaPFehsMXL63b8/B7GyekKszxr6kI1BV8VUPBFAbXHzppzJWsJl7EuDTN8h3AHk8rXoYq8cbJg9JHOXhFCrGntfFMq8nNR5aso/6Oc0v+VUvJzCUKt//yWbpZ43+mN7yxfHIc6mkweIQTbKypYmZfHn+XlTHZ3Z4qHBze6uuLYiUwbx2tr2VhYyMbCQqwVCu7y9uZOLy9C7Dp+OpyamsqHH37IunXrqK1tfY0EwNnZmZtvvpmrr76a0aNHExERgWUH3kelUsmBAwfYu3cv27dvZ/v27eh0rUXl1RMcHMzcuXOZNWsWrq4dM/LUaCrIz19FTs5y1Or8Fs9xdr4Gd/eJBsUdhUJhuudNCB1VVfsoKfmJkpKfqas73uJ5jo5R+Pk9jLf3HVhYOHSoTLJWpuy3MvLX5FP2axlCq9cNVt5WeE33wu0mN1yuccHCwXyLth0+Ir8YzKnIG6Mp01D4dSEFawqoTqxuKHca4UTwC8G4T3JHUnTM27ZCo2FdYSGf5uWhAB7x9+cub2+cO5HybgkhBPuqqthQWMh3xcVc7ezMM4GBjHZ2Nno/f//9N8uWLWPbtm3nPdfZ2ZkpU6Ywbdo0brjhBrO6CZaUlPDjjz+yefNm/vnnn/MqdXt7e+655x6eeuopQkONk++hvj6HnJwPyM9fjU7X3DPHwSECb++78PK6A1vbQKP0aQxqa49TUvIzRUXfUF2d0KzewsIZX9/7CQx8BhsbX6P2ra3WkvdpHjnv5aDON9i8LcD9Fnd8Z/nidrMbCqvOYVbsUeQXQJmgJH9NPkUbi9BW6HMOOEQ4EPxiMJ63eSJZGEehZ9XXsygzk03Fxdzk5sbDfn6McXbukh4jtTodawsKeC87G19ra54NCmKSuzuKS/ws+/btY8GCBWzfvr3Vc2xtbZk2bRr/93//Z3bl3RolJSVs2bKFjRs3nvezWFpa8sADD/DSSy/h69s+JVVdfZTs7HcoKvqac3NmWFv74u19N97ed+LoOKRd7ZsKIQRK5QFyc1dSXLwJWa5vUq9Q2OLn9whBQc9ibe3dSittQ1OhIXdFLjnv56At098zuzA7fGf54j3TGxufzvdM9SjyNqKr1ZH/WT5ZS7NQ5+nfznZhdgS/EIzXDK92v5lz6utZnJXFt0VFzPHz44mAALytrY0putnQyjI/lJSwNCuLGlnm6cBA7vb2xvoiF0eTk5NZuHBhE9e+c/Hz8+PRRx9lzpw5eHi0b+XfHBw5coTly5ezYcMGVCpVi+fY2dnxxBNP8Oyzz+Li0jb3tPr6TNLTX6SoqFlSIOztBxEY+Aze3jNQKLres6bRlFFQ8CV5eZ9SV9c0SrBCYY+//1wCA5/B2vringN1sZqcD3LIXZGLrko/Y+o1qhfBC4Nxu9mtUw+qehT5RSKrZAq+LCBrSRb1p/WjAtvetvR5u49+hN7GLztfpWJxVhYbCguZ7evLM4GBeHYTBX4uZ+z9S7KyOFVXx5I+fZjqeeF7lZmZySuvvMJXX33V6sLhiBEjmDdvHrfddhtWVl13X0BxcTGrV6/mk08+IS+vZU8OV1dXnn/+eebOnYu9vX2L52g0FWRlLSYnZzlnc17rcXYeQ2Dgs7i7T+zSftpnEEKmtHQrp0+/SnV1XJM6hcKBgIDHCQp6HkvLXudtR1ejI2tpFtnvZiPX6p8zl3EuBC8MxuVal06twM/Qo8jbiayRKfqmiMxFmdQd16/4O491pu8HfXGKdGr1ugqNhjczM/mioIB7fXx4Liio24zA28JfZWU8k56OnULBstBQRrVgQ6+vr2fx4sUsWbIEtbplf9wbb7yRV199lVGjRnW0yCZFrVazadMmXn31VdLT01s8JyAggA8//JApU6Y0KBlZVpOX9ymnT7+OVlva5Hx398kEBb2As/PIDpffHAghKC39hYyMl6mpSWpSZ23tS2joO3h5zWimkIUsKPy6kPTn01Hn6p8zt1vcCH4xGOdRxl3b6Wh6FPklInSC/M/zyViYgaZEAxL43O9Dn7f6YO19VkHLQvBVYSHPp6czyd2d10NC8O2E9ltTIAvBhsJCXszIYGSvXizu3Zu+hhHmH3/8waOPPkpaWlqL11555ZUsXryYcePGmVJkk6NWq/n88895/fXXW92FOmnSJD766COcnI6RlvY4dXVN75mT0xWEhr6Li8tYU4hsdoSQKSnZwunTr1BTc7RJnbPzGPr1W9GwFlB1oIq0eWlU7asCwDHakb4f9MXlauPurDQVPYrcSGgqNGS+kUnuh7kIrcDCyYLghcEEPBFAkqqGuSdPohGCFf36cWWv80/1LhfqdDo+yMlhWXY20y0sKF6+nO83bWrx3IEDB7Jo0SJuvfXWLjHVNRY1NTUsX76ct99+m6qqqmb1trYWzJyp47bb4IxlydY2hN69F+PlNb1bmFAuFiFkioq+4dSpZ85xsbTAx+UhdCvupniNfhZt7WNN78W98Znp02GeaKagR5EbmdoTtZx66hSl/9NPbyv6W7LkGZh9cx/u9/W9ZM+N7oZOp+Ptjz7i1ZdeQlNd3aze29ubxYsXM3PmTJNtlumMlJWVsWjRIpYvX45Wq21WHxwMzzzjyL/+9Sr+/nONummnq6LVKsnMfJ2cnA+aeuyUu8DKxwkafg9BC4KwdOrcrr1toTVFfvm9xo2EfZg9Eb9EUPFtEAX+4HJcy5IHtYz7qB6huvit3N2Z9PR0rrnmGl588slmSlySJB599FFSU1O57777LmslDuDm5sa7777L3r0/M2xYc/ttZibMnVvNu+9moep5zgCwtHQiNPQdIvwOYHn6yrMVrhXwwuvU3fk8sk25+QQ0AT2KvJ2UqNVMT05mQe8SQg4NI2B+AMiQtSSLQ8MOUbmn0twimh0hBJ9//jlDhgxh9+7dzeo9Bw3CdfVqRi5ciLORNxR1VYSQyc5+j9ra/7BsWSXPPAMtWeg+/PBDoqKiiIuLa155mSFkQe4nuSRHVaO9bwmKd1/HUufXUF9cvJmDBwdTXPyjGaXsWHoUeTvYUlzMkEOHCLKxIT46mpE+LvRd1pfI3ZHYD7Cn7ngdCVcnkPZkGrqa82/X7q4UFhZy66238sADD1BTU9OkzsnJieXLl5OXlMS26dN5JzubW44coaAV/+rLBZUql6SkGzl16ilDjG+YOFHBn38+zL333t3s/NTUVEaOHMmbb77ZohnmcqA2rZbEcYmcfPQkumodntO8GLnmOUZecwxf39kN52k0RSQn/4eUlLvQaLrf6LzHRn4RlGs0PJ6Wxr6qKr4cMICrWhhF6up1ZL6RSdbbWaADu/52DPp2EE7DWndV7G5s2bKFOXPmtBiVcOLEiaxevRp/f/+GMo0s83pmJp/n57M6LIzJXWijj7EoLv6R48dno9WezVbk6DiMsLDP6NVLbxLdsWMH9957L6dPn252/ciRI1m/fj39+vUzlchmRQhBwboCTs49iVwjY+VlRdgnYXhObZrOsrT0N44fn90k+qK1tS/9+3+Bu/tNphb7kmnNRo4QwuRHdHS06Gr8WVoq/HfvFo+fOCGqtdoLnl8VVyX2D9ovYohjxoT4AAAgAElEQVQR2623i+zl2UKWZRNIaj5qa2vF7NmzBfpAn00Oe3t7sWrVqvPeg13l5SJk717x8PHjoqYN97g7oNEoRWrqbBETQ6NDEqdOvSB0OnWz86uqqsSsWbNavcdr1qwxw6cwLZpKjUi+I1nEECNiiBHJtycLdUnze3UGtbpMpKTMPOceI9LSnm3xHndmgEOiBZ3aMyK/AFpZ5tXTp1lbUMD6gQO5/iKi1elqdaTNTyN/ld41yn2SO/3X9sfao/ttDDp+/DjTpk3jyJEjzepGjhzJV199Rd++fS/YTqVWy6MnThBXXc3XAwcS6dR9ZzJVVYc4dmxGk+3nNjaBDBz4FS4u15z32p9++okHHnigxVnPPffcw8cff4yDQ8dGCzQHVfurSLkjhfqMehQOCsI+DsN7pnebXFVLSn7i+PEH0WjO+uv36jWKQYO+wdY2uCPFNho97oftIKe+nhnHjmGrUPDVwIHt3plZ/N9ijs8+jrZCi7WvNQM3DMR1XOcInG8MNm3axOzZs6k+xyPF0tKSV199leeee+6iQ8luLCzkybQ0ng0M5KnAwG7lUy6EIC/vE9LSnkQITUO5p+f/ERb2KVZWbdusUlRUxAMPPMDPP//crC48PJzvv/+eAQMGGE1ucyJkQfY72WQszEBoBY6Rjgz6dhD2YS2HMGgNtbqY1NSZlJWdjahpaenKgAFr8fC41dhiG50e08pF8r+SEuEdGysWnT4tdEYwidRl1on4q+P100EpRqQvTBeytmubWurr68Wjjz7a4jQ/LCxMHDp06JLaz6itFSPj4sSthw+LcnXXmgK3hkajFMnJdzSZ4u/c6STy89e3y/Qmy7L47LPPhJ2dXbPvwMHBQWzcuLEDPoVpURWpROL4xAZTysn5J4WuXtfu9mRZJzIz3xYxMRZNvocTJ+YJna7eiJIbH3pMK21DI8u8kJHBpqIivh44kKvbGIWuLchamcw3M8l8IxNkcJ3gyqCNg7By73pBoDIyMpg2bVqL7m+33347q1evxskIZhG1LPP0qVNsLS3l+/BwhnVhU0tNTSrJyVOprU1pKHN0jCI8fDN2dn0uqe2jR48ybdo0UlNTm9U99NBDvP/++9jads60huej6kAVyVOTUeWosPK0YsC6Abjf7G6Utisr95KScjsqVVZDmZPTcMLD/4utbZBR+jA2PRuC2kCBSsV1iYkcq6khPjraqEocQGGpoPervRn651CsPKwo/72cuOFxKOObJwDozPz+++8t+jBbW1vzySef8PXXXxtFiQNYKxR82K8fb/TuzfjDh/kyv+VsN52doqLNxMdf0USJ+/rOITJy9yUrcYDBgwdz8OBBZsyY0azu008/5eqrryY7u/Us952RvM/ySBiTgCpHRa/RvRieONxoShzA2XkUw4cn4O5+1qSiVB4iLm445eXbjdaPKehR5Ab2VVYyPC6OG93c+DkiAo8OjFToOs6V6LhonK5wov50PQlXJVCwrqDD+jMWQgjeffddJk6cSEVFRZO63r17s2fPHh5++OEOsWff4e3N9mHDWJKVxZzjx6m/QDq1zoIsa0hLe5KUlOnodPo1BIXClv7919K//yosLIw3SnZ0dGTDhg2sWrWqWaKNuLg4hg8f3uLGrM6Grl5H6uxUTsw5gVAL/B71Y1jMMGz8jB+OwMrKjcGDf6Rv3w+QJP06jkZTTFLSDeTkfIg5LBbtoiV7S0cfnc1Gvjo3V3jGxoqfi4tN2q+2TitSH0htsP0df/i40Knab/vrSGpra8Wdd97Zoj18ypQpory83CRyVGk0YvrRoyLq4EFxuq7OJH22F7W6RCQkjGtih927N1QolYkd3nd8fLwIDQ1t9l1ZWVmJ1atXd3j/7aUus04cGn5IxBAjdtjuEPnr803Wd3n5ThEb69Xk+0pJmSm02lqTyXAhaMVGflmPyFWyzEPHj/NeTg67IiNNvhHFwtaC/qv7E/ZZGJK1RN7KPBKvTURV0Ll2OGZnZzNmzBg2bmyahUahUPD222/zww8/tDmjzaXiZGnJt4MGMcPbm5Hx8cSeMzPoLNTUJBMXN4KKin8aytzdbyU6+hCOjkM7vP/IyEji4uKYPHlyk3KNRsOcOXN45JFHWo0Bby7Kt5cTFx2H8pAS2962RO6NxOduH5P17+IyhujoOJyczsZrKSxcT0LC1dTXZ53nSvNz2SryfIM9vECtZn9UFP1bycRiCvxm+xEZG4lNoA1Ve6uIvzIeZULnsJvHxsYyfPjwZvZwFxcXtm7dyrPPPmty10BJkngqMJC1/fvzn+Rk1nQyu3lJyf+Ijx9Fff2phrKQkDcYPPjHNrsWGgNnZ2e2bNnCwoULm9WtXLmS8ePHU1RUZDJ5zkfe6jwOjz+MpkSD201uRB+KNstuaFvbAIYN24GPz/0NZdXV8cTFRVNREWtyedrKZanI45RKroyP5yY3N34YPJhenSBzfa8rehF9MJpeo3uhylaRcHUCxT803+xhStauXcu4ceOa/dgHDhzIgQMHmDBhgpkk03OTuzu7IiNZmpXFvJMn0baSJs5UCCHIynqbo0f/1ZDBXqFwIDz8B0JCFprFF16hUPDGG2+wefPmZmnjdu7cyRVXXNHiJi5TIWtlTj5+khMPnkBoBYFPBxLxvwis3MznyWVhYUv//p/Tr98njezmJSQlXU9BwXqzyXU+LjtF/kNxMTcdPswHffvyckhIp4obbu1tzbB/huE90xu5ViZ5ajKn3zxt8gUXWZZZsGAB999/PxqNpknd5MmT2bdvX6eJ6dHf3p59UVEcr63l5iNHKDtHXlOh09Vx7NhdpKc/j94cDTY2wURF7cHT899mkakxt912G3v27CEkJKRJeVZWFldddRXbtm1r+cIORFOh4cgtR8j9KBfJSqL/2v6EvhOKZGH+36QkSfj7P8zQoTFYWXkBIISa1NR7SE9/ASE6Vwjhy0aRCyFYlJnJvLQ0tg0ZwlRPzwtfZAYUNgoGfDmAPkv7gASnXzrNsTuPoaszjZdGbW0t06dPZ8mSJc3qXnrpJbZs2UKvTpb5yNXKiv9FRDDEwYER8fGknhNtsaNRq4tIShpHUdHXDWXOzmOJjj7YkHKsMzB06FAOHjzIdddd16RcqVRyyy23sGLFCpPJUnuylviR8ZT/UY6VhxVD/xmK772+Juu/rbi4XE109AEcHAY3lGVlLSY5eRo6nWmfs/PS0gpoRx+m9lqp1+nE3SkpIurgQZFT37l3bjWm+KdisdNxp4ghRhy64pCoz+9Y2fPy8sQVV1zRzNPB1tZWbNq0qUP7NhZf5OUJr9hY8XdZmUn6q65OEXv39m7i6ZCaOkfodCqT9N8e1Gq1ePjhh1v0QHrssceERqPp0P7L/ikTu1x3iRhixIHBB0RtRufxCmkNjaZKJCXd0uR7PngwStTX55hUDi5Xr5VitZrrExOp0enYGRmJfxdKhOzxLw8i90RiG2KL8qCS+JHx1CR3zCjg8OHDjBgxgoMHDzYp9/b2Zvv27UyfPr1D+jU29/n68s2gQdyeksLaDl4ELS//x7ComWEokejb9wPCwj5Foei8gdGsrKz4+OOP+eCDD5rZ7T/66CNuvfVWlMqOWWwvWFfA4RsPoy3X4j7Zncg9kdiF2HVIX8bE0tKJiIifCAh4sqFMvwh6BUplvBkl09OtFXlqTQ0j4uO5xsWFzeHhOHTBNGKOEY5E7Y/CaYQTqkwV8VfFU/63cQPjb9u2jauuuqrZzr/Bgwezf/9+RowYYdT+Oppxrq7sHDaMNzMzWZiejtwBawz5+V9w+PAEdDp9JiiFwp7Bg38iIGBelwjwJUkS8+bN4+eff24WJXHr1q0tPg+XghCCjFcySL03FaEVBMwPYPCPg7tUHk1JsqBv3/cIC1vVsAiqVueTkDCW0tJfzSpbt1XkOyoquCYxkZeCg3mrT59Otah5sVh7WTMsZhgeUz3QVeo4fNNh8r80zmjzs88+Y9KkSc0iF958883s3r2b4OCuEd7zXAY4OLAvKop/KiqYkZJitJ2gQsikp7/A8eOzOJPo19raj8jIXXh4TL7A1Z2PSZMmsXv3bgICApqUHzlyhJEjR5KUlHTJfcgqmdR7Usl8PRMU0G9FP/ou69spFjXbg5/fHIYM+R1LS70rqSzXcOTIv8jNXWk2mbqlIv+6sJBpyclsHDiQ+3w73wJKe7CwsyD8u3ACnw5EaAXH7ztOxksZ7fZoEULw4osvMmfOHHTnKLm5c+fy888/d7pFzYvF09qav4cORQDXJyVRfIkbYGRZxbFjd5KVtbihzMFhKFFR+3FyirpEac3H0KFDOXDgANHR0U3K8/LyGDNmDH/88Ue729aUaUiakEThV4UoHBQM/mkw/o/6X/jCTo6r6zgiI/dgaxtiKJE5efIRTp161iweLd1KkQuDZ8qC9HT+HjqUG9zczC2SUZEUEqHvhNLvk36ggMw3Mzl21zHki8ymrlarufvuu1m0aFHT9iWJ5cuX89FHH110/PDOip2FBd8MGsQ1Li6Mio/nZG1tu9rRaMpJSrqRoqJvG8rc3CYSGbkLW9uA81zZNfD19WXHjh1MmTKlSblSqWTixIl88cUXF91mXXod8aPjqdxRibWvNZE7I/GY1H3S+Dk4DCQyci9OTmeDEWZnv0NKyu3odPUmlaXbKHKNLDPnxAk2FxezNyqKCEdHc4vUYfg/7E/ELxEoHBQUfV1E0oQkNBVt85+uqKjgpptuarbd3s7Ojh9++IHHH3+8I0Q2KwpJYlGfPjwbFMTYxET2VVZe1PX19ZkkJFxFZeXOhjI/v4cZPPgnLC27bljdc3FwcOD7779v9gzodDpmzZrFK6+80uYZYNXBKuJHxVN3vA6HCAf9Ok9U97lXZ7Cx8WHYsO24u/+roay4eDNJSdejVpeYTI5uociVWi2TjxwhT6Vi57Bh+HUhz5T24j7RncjYSKx9rancUUnC1QnUZ51/FHBm80dMTEyTck9PT2JiYpqNxrobc/z8WNO/P5OPHmVLCynSWkKpTCA+fiS1tccayvr0eZt+/T5Goeges5bGWFhYsHz5ct57771mi7avv/4699577wVjtJT+WkritYloijS4jnclMjYS28CuFwu9rVhYODB48A/4+z/WUFZVtYeEhNHU1aWbRIYur8jzVSrGJiYSbGvLT4MH49RNTAJtwWmYE1H7orAfZE9tci3xo+JRJrbsNpaYmMjIkSNJSUlpUt6vXz/27t3b5TxT2stEd3d+i4jgkZMnWZGTc95zS0u3kZg4FrVaH2JYkqwZOPBrgoJMH1/G1Dz55JN89913zcLhrl+/nltuuYWqqqoWr8tbnceRfx1BrpXxvsebiF8jsOzV/X+Teo+W5YSGvgfon426upPEx4+iqqrjk+h0aUV+rKaG0QkJTPP05NOwMCwVXfrjtAvbIFsiYyNxHuuMOk9N4thEyv4sa3LOX3/9xdixY8k/x6969OjR7Nmzh9DQUFOKbHaG9+rF7shIVuTm8sypUy26J+bnf8GRI5MaYohbWrowdOgfeHvfYWpxzcZtt93GP//8g7t702QOZ56nvLy8hjIhBOkL0znx4AmQIfilYAasHYDC6vL5TUqSRGDgk4SHb0aS9C9AjaaIxMRrKS39rUP7NspdliTpJkmSjkuSlCZJ0vPGaPNCxFZUcG1iIq+FhPBCcHC3HyGdDytXK4b+MRTP//NEp9RxZOIRCtbrR5EbNmzg5ptvbrbBY+rUqfz11194mDh0b2eht50de6Ki2FdV1cQ9UQhBRsarHD8+C9CX2dgEERm5+4KZ7bsjrb3sk5KSGDVqFMeOHUNWy6Tem0rWW1lgAWGrw+j9eu/L9jfp6TmVoUP/wtJSn2Bd7544mfz8NR3W5yXn7JQkyQI4AYwHcoCDwB1CiJTWrmlvzs66unTU6iL+VPXhkZMn2ThwIOO7mWfKpSBkQfrz6WS/k41AsG38Npb+ubTZeU888QTLli1DcRnOYM6lXqfj7tRUitVqfhjUn6KMxykoOPuDc3QcRkTEr9jY+JlRSvNTVFTEpEmTmu38dXVx5b2+7xFyKASFvYLwzeG4TzReOrauTE1NKocP34RKldlQFhz8CiEhr7T7JdeROTuvBNKEEOlCCDXwLXDrBa65aNTqEg4fvom4xOtYf2ItfwwZ0qPEz0FSSIQuDaX3B735gA9aVOLLli3j/fff71HiBmwtLNg0aBDR9hLf7L+hiRJ3db2RYcN2XvZKHMDLy4uYmBhuueWWJuXlFeXMOTSH3b12M2zHsB4l3ggHhwFERe3F0TGyoSwz8zWOH5+NLBs3Sqcxfs3+QOO9vDmGMqNy/Pj91NWdRCHqma99Ac+qDcbuoltQW1vLvJh5/MzPTcqtra359ttvmT9/vpkk67xoNUXcoZxNuLy3oczbeyYREf/rVu6Fl4qDgwNbtmzhgQceaFKuQcNLypdYu3utmSTrvNjY+DJs2A5cXc/G7i8o+IKCAuPeK2Mo8pbmCM3sNZIkzZEk6ZAkSYeK2+j61ZjQ0GXY2p6x0+l3UaWnL+g6yVFNQHFxMePGjeOnn35qUu6AAx/2+ZB/jzN/XOzORm3tCeLjR1NdfTYD0n8VM8n3fh+FwnzJDTorlpaWvH3X28yyndWkXAjBE088wVNPPYVs5gQfnQ1LSyeSvT8nRpoIgKfnbfj6zjZqH8ZQ5DlAYKP/BwB5554khFgthBguhBju2Y5Y4Pb2/YiK2oOT0xUNZVlZS0hNnYksd67cg+bg1KlTjB49mv379zcp9/fxZ7Xfavqn9idhdAJ1p+rMJGHno7JyL/Hxo6mvP+PrqyAs7FOmRnzA7ceO8XVhoVnl64wUfV/E4RsPc1f9Xbwe+ToW5wSie++997jjjjuorzftzsbOihCCpVlZPJ+RzdSobwkL+4wBA75Ckoxr2jRGaweBfpIk9ZYkyRq4Hc6Z1xsJa2svhg2Lwd19UkNZYeEGDh+eiFZ7cbv1uhMHDhxg1KhRpKWlNSmPiIhg38F9TI2bimOkI3VpdcSPiqfqQMs+wJcTxcU/kpQ0Dq22FACFwo7Bg7fg5/cg17q68s/QoTyfns7bWVk9sz4DOctzSJmeglAJ/B7xY+HBhfz66684nrOL+rvvvuPGG2+krKyslZYuD3RC8HhaGhsKC9kTGckQJyf8/GZjYWH8zVGXrMiFPgTcXOB34BjwnRAi+VLbbQ0LCwfCw3/E13dOQ1lFxd8kJIxFpcrtqG47Lb/88gvXXnst55qrrr/+enbt2kVAQAA2PjYM2zEM1wmuaIo1JF6XSMkvpts+3NnIyfmI5OSpyLJ+1Ghl5cGwYTFNohcOdnRkb1QUXxcW8ujJk+guY2UuZEHa/DTSnkgDAX2W9KHfin5IFhITJkxgx44d+Pg0zXa/a9curr76ajIzM1tptXtTp9MxLTmZ5JoadkVGEmDbsTtbjTK+F0JsFUKECSFChRBvGaPN86FQWBIW9im9e7/ZUFZTc5j4+JFUV5svkaypWbVqFVOmTKGurqm55K677mLr1q04Ozs3lFk6WRLxSwQ+9/kg18ocnXKU3E8urxefEDJpaU+TlvY4Z5Zx7Oz6Ehm5l169mu9s9bexYVdkJCfr6vj30aPUGCkUbldCV6cjeXoyOe/nIFlJDPhqAEHPBTVxn4uKimLv3r0MGDCgybXHjh1j1KhRJCYmmlpss1Kq0XBDUhJ2CgXbhgzB2QS7zbusD5okSQQHv8iAAV82BHlXqXJISLiKsrI/zSxdxyLLMs899xwPPfRQs4WlF154gfXr12Nt3TxDjcJKQf81/Ql5NQRkOPnoSU49dwohd//Rpk5XT0rKHeTkLGso69VrJJGRe7C379vqdb0sLfk1IgI3S0uuS0yk6BJD4XYl1CVqkm5IouS/JVg4WzDk9yH43OXT4rkhISHs3r2bMWPGNCnPz89nzJgxbN261RQim5202lpGxcczxtmZrwYOxNpEbr5dVpGfwcfnHiIitmJhoXcT0+mUHDkykfz8iw+72RWoq6vj9ttvZ+nSpj7iCoWCTz/9lLfeeuu8mw0kSSLklRD6r+2PZCmRvTSblBkp6Oq772hToynj8OEbKS7+rqHMw2MKQ4f+jbX1hRferRUK1g4YwM1uboyKj+dEO0PhdiXqTtWRMDqBqj1V2ATaELU7CtfrXM97jZubG3/88QfTpk1rUl5dXc3kyZNZudJ8iRdMwd7KSsYkJvJUYCBLQkNNm8ympUSeHX10RPJlpfKw2LMnoEly1PT0hUKWZaP3ZS6KiorEqFGjmiXMtbe3F7/88stFt1f6R6nY6aRP7hw/Jl6oS9UdILV5qak5Kfbt69fkuThx4jEhy9p2tfd5Xp7wjo0Vu8rLjSxp56FyX6WI9YgVMcSIg8MOivrci0v6rdPpxPz581tM7vz0008LnU7XQZKbj++LioRnbKzYWlLSof3QSvLlbqPIhRCivj5HHDgwtMmPNiXlrk6d0bytpKamij59+jT7YXh7e4uDBw+2u11lklLs9t8tYogR+/rvE7VpnT+jeVspL98ldu1yb/I8ZGa+c8kv922lpcIzNlZ8XVBgJEk7D0X/LRI77HaIGGJE0k1JQlOlaXdbH330kVAoFM2e2alTp4ra2u7xnMmyLJZlZQn/3btFfFVVh/fXmiLv8qaVxtjY+BMZuQs3t5saygoLN5CUdCMaTakZJbs0du7cyahRo0hPbxrbODw8nP379zN8eLPQC23GcYgjUfuicIhwoO54HXEj4qiIrbhUkc1OYeHXJCVd38i90JZBgzYTFPT0JQdzmuDmxt8G98Q3T5/uFu6JQgiy3s4ieWoycp2MzywfBv98acmR586dy5YtW7C3t29S/t///pfrrruOoqKiSxXbrJxxL1xbUMDeqCgincy3C7hbKXLQ76IaPPiXJu6JlZU7DMkBjptRsvaxfv16xo8fT3l5eZPy66+/ntjYWKMkR7YN0IfCdbvZDW2plqTrkyjYUHDJ7ZoDIQSnT7/OsWN3og/9A1ZWXgwbth0vr9uM1k+EoyP7oqL4qbSU+1JTUXfh3YyyWub47OOkP68fKPRZ0of+n/U3SgjayZMns3Pnzmbuifv372fEiBEcPXr0kvswB0qtlluPHCG1tpbYyEgCO9i98EJ0O0UOjd0TzybJratLIz5+JOXlf5tRsraj0+l47rnnuOeee5plZLnvvvvYunUrLi4uRuvPspclg38ejP9j/gi1IPXuVDJebn9yZ3MgyypSU+/h9OlXGsrs7QcRFbW/RffCS8XXxobtw4ZRpdMx4fBhyjTGDYRkCjRlGg7fdJiCLwpQ2CkI/294M/fCSyU6Opr9+/czePDgJuWnT59m9OjR/Prrr0bryxRk1tdzVUICATY2bI2IMIl74YXolooczrgnPk94+PcoFHYAaLUVJCVNIC9vlZmlOz9KpZJ///vfzTxTAN58803WrFnTonvhpaKwVNDvw370/aivPrnzG5kcm3GsS3i0qNWFJCZeT2HhVw1lrq43EBm5Gzu7kA7r18HCgs3h4UQ7OjI6Pp60LuTRUntSn1WqIqYCax9rhu0chud/Lj58RlsICgoiNjaW8ePHNylXKpVMnjyZZcuWdYlBw97KSkbFxzPL15eVYWFYdZYooi0Zzjv66KjFztaoqjokdu/2O8dzYV67PRc6koyMDBEREdFsgcjGxkZ8/fXXJpOj5NeSBo+WuJFxQlXQeReMq6oSxJ49gU2+39TU2UKnM60Xzqe5ucIrNlb8VVZm0n7bQ/n2crHLbZeIIUYcGHpA1GXVmaRftVotHnzwwRY9Wu677z5RX39xHjKmZGNBgfCMjRW/drBnyvngcljsbA0np2iiow/g6BjVUJabu5wjRyaj0XSehb3Y2FiuvPJKjhxpujvVx8eHnTt3cscdpksz5j7RncjdkdgE2VC1r4q44XFUHep8MVqKir4nIeEqVKozkZQV9OnzDmFhq00evfBBPz82DRrEnSkprMjJ6ZQjTCEEuZ/kknRDEtoyLW63uBG5y3TJka2srFi5ciUffvhhs5j4a9eu5YYbbmgWbsLcyELwckYGL2Zk8PfQoUx073wx1y8LRQ5nPFp24uHxn4aysrLfiI+/kpqaVpMZmYw1a9Zw/fXXN3uIo6KiOHjwIFdeeaXJZXKMcCT6QDS9ruqFKkdF4pjETrMIKoRMRsarpKRMQ5b15gwLi15ERPzPKJ4p7eVaV1f2REWxKj+fB0+c6FSLoLJa5sSDJzj56EmEVhD4dCARP0VckmdKe5Akiccee4zffvutSRgJODuY6Szb+qu1Wv4vJYW/ysvZHxVFxDkBwjoLl40ihzMBtzYTFLSgoUyf6XoExcU/mkUmlUrFnDlzmD17drNFzdtuu42dO3cSEBBgFtkArL2tGfbPMHwf8EWul0m9O5VTz5xC6Mw32tTpakhOnk5m5msNZXZ2/YiK2o+7+81mk+sMfezs2BMZSaFazQ1JSRR3gm39qgIVidclkv9ZPgpbBQM3DCT0nVAkC/Pl1bzxxhvZt28fffs2DZFw+vRpRo0axVdffdXKlaYhrbaWUQkJ9LKw4J+hQ/HqgHUpY3FZKXIASVLQp88iBg36FoVC79+q01WTnPwfMjJeQgjTjaCys7MZM2YMn332WbO6l19+mU2bNuHg4GAyeVpDYa0gbFUY/T7pp9/W/242hyceRlNuei8NfSKIkZSU/LehzNV1PFFR+3FwGHCeK02Lk6UlPw4ezFhnZ66IiyOputpsslQdMpjG9lRhE2BDZGwk3nd6m02exgwYMID9+/czbty4JuX19fXMnDmTuXPnNhvgmILfSku5KiGBh/38+Lx/f2zPibve6WjJcN7Rh6kXO1tDqUwSe/f2brJIlpQ0UajVHb/9+u+//xYeHh4tbrf/9ttvO7z/9lK+o7xh+/a+vvuE8ojSZH0XFX0vdu50avJ9nUtPqwkAABhmSURBVDz5hNDp2r/70BR8U1AgPGJjxbr8fJP3nb8+X2y32a5ftL6q8y5aq9Vq8eijj7a4CDp69GiRm5trEjlkWRZvnT4tfHfv7pRhGGhlsVMSZliQGT58uDh06JDJ+20JjaaMlJQ7KC//o6HMzq4v4eHf4+g41Oj9CSF45513WLBgQbPIhX379uWHH34gIiLC6P0ak/rMeo5OOUp1YjUKOwVhK8PwuaflqHjGQJY1pKcvaBK5UKGwpV+/lfj63tth/RqTo9XVTE1O5loXF5b37dvhIzxdnY60eWnkf5YPgO8cX/p91A+FdeeehK9bt46HHnqoWYYhb29vvvvuO8aOHdthfSu1Wu5NTSVXpeK/gwfjb2PTYX21F0mS4oQQzbZyd+5v1QRYWbkxZMhWgoKebyirq0sjLm4EubmfGtXzoKysjP/85z8899xzzZT4pEmTOHjwYKdX4gC2wbZE7o7E+x5v5DqZ1HtTSZ2Viq7W+P7mKlU+SUnXN1HitrZ9iIzc22WUOOgTVRyMjqZMq+XqhARO13Vcyr0z/uH5n+Uj2UiErQ6j/6r+nV6JA9xzzz3s2bOHkJCQJuWFhYWMGzeOpUuXdkhO0OSaGkbGx+NqacmOyMhOqcTPS0vD9I4+Ootp5VwKC78TO3Y4NJm6Hz06XWg0FZfc9o4dO0RAQECzaaMkSeL111/vkhHhZFkWeWvyxA5bfZClAxEHRE1qjdHaLyuLEbGx3k2+j8OHJ5vE9NVRyLIs3svKEl4dFCmv8LvCBv//fX33iaqEjg/k1BGUlJSICRMmtGhqGT9+vMg3kplKlmWxJi9PeMTGijV5eZ0+WiqXQ/RDY1BdfUwcODCkifLYu7ePqKxsX4RBjUYjXnnllRajwLm6uoqtW7ca+ROYHmWSUuzrt0/EECN2Ou4UBd9cWlRAnU4tTp16QcTESI2+B4U4fXqxkOWu98JriV3l5cJ/926xMD1daIzwEtfV68SJuSdEDDEihhhx9LajQlPRudcOLoRWqxULFy5sUZl7enpe8m+nSqMRM5KTRfj+/SK5utpIUncsrSnyy95G3hI6XR2nTs0nL+/ThjJJsiI09B38/R9vs49yVlYWd955J7Gxsc3qhg8fzqZNm+jTp4/R5DYn2iotx+ccp3iT3g/ed44voctCsXS8OB/l2toTHDt2J0rl2efDysqTQYO+xdV13Hmu7HoUqFTMTE2lWqdjw8CB9LGza1c7tcdrOXbXMZSHlEhWEqHLQvGf6282X3pj88svv3Dvvfe2mMx5/vz5LFq0CJuLNIUkKpVMT0nhGsOahX1n90ox0JqNvGdEfh4KCzc185JITJwg6uqyL3jt5s2bhYuLS4ujiWeeeUaoVJ3Te+BSkGVZ5HycI7Zb670k9obuFRV72maWkmVZ5OZ+JnbssG9yvxMSxon6+pwOltx86GRZvJ+V1eDVcjFTe1mWRc6KnIb44XuC94jK/ZUdKK35yM7OFtdcc02Lv6eoqChx7NixNrUjy7L4OCdHeMTGio1dMJ48PSPy9lFXd4rk5P+jujquoczCwpl+/Zbj7T2z2ainqKiIuXPnsnnz5mZteXt7s379em688cYOl9ucVB+u5thdx6g5UgMKCFoQRMjLIa0utmk0pRw//gAlJWc3ZUmSFX36LCYg4EkkqfMv0l0qh6urmZGSwmAHB1aGheFqdf7wAqpcFan3p1L+hz68sffd3vT9sC9WLqYNS2BKdDodixYt4tVXX2224GljY8Nrr73GU089hWUr0Qhz6ut54MQJitVqvhk0iH7nxEnvCrQ2Iu9R5G1AllWkp79ATs77nMm+DuDuPpmwsNXY2PgghOCbb77h8ccfp7S0eRKLCRMmsG7dOry9O8dGjI5GVslkvJRB9rvZIMAxypGBXw3EYdDZDU5CCEpKfuDkybmo1We3/tvbD2TgwK9xchpmDtHNRp1Ox/Pp6WwpKWHdgAFc69pyjsyiTUWcePgE2nItlm6WhK0Kw+s2LxNLaz52797NjBkzyMrKalYXHR3N2rVrm3h/CSH4qrCQp0+dYq6/PwuCgjpP1MKLpEeRG4GKil2kpt5Hff2phjJLSzecnN7gpZe28csvvzS7xsrKisWLF/Pkk082CxJ0OVCxs4LUe1KpP12PZCPRZ1Ef/B/3R6PL58SJRykt/anJ+X5+jxAa+g4WFl1vtGQsfistZfbx40zx8GBxnz70Moww1cVq0ualUfSNPrOO281u9F/THxvfLuYqZwTKy8uZM2cO33//fbM6KysrXnzxRRYsWECZEDx44gQZ9fWsGzDArFl8jEGPIjcSOl0Np049R17ex8gy/PYbrFwJNTXNz42OjuaLL75gyJAhphe0E6Gt0pL2RBoFawtAkrF55Hc0t61ERtlwjrW1D2Fhn+HhMcmMknYeyjUanjl1it/Ly1kR2pcrf9Fy6tlTaMu0KOwVhC4Lxe9Bv26zoNkezsyCH3vssRYXQoMGDqT6ySd5+PrreTkkBOtuMJDqUeRGZtu2D5k//xmOHWseB6It9rrLkZxfd3Mq72FEv6Zhen19H6BPn7exsmrZlHA5s313HmmPpNH3sN4m7HK9C2Erw7Dvd/nOWM6lsLCQxx57rMV1KdBvMlq0aBF+fn4mlsz49OzsNBLZ2dnMmDGDm2+e16ISDw+HL7/0YNasgVh0EZemjkajKeXkySc45XhdUyWeFYjFax/hEv8GlpbGS1vXHdDV6Dj13Cmka0/S97CMyl3B8pctOLDOE9u+7XNT7K6c2b6/8bvvcGghVvi6desICwtj0aJFzbb+dxd6RuRtpLa2lqVLl7J06VLqWthebWMjMXu24N//hjP6281tIn37vo+9fZiJpe0c6HT15OZ+RGbmW+h0lQ3lkmSJj+18qp+bgnKHCtCPNEPfCcUpsmvbMC8VIQuKNhWR/nw6qiwVSOD3sB+93+rNMUtVQ4zzd0NDua6VxdDLDSEEP5SUMD8tjWghkFas4Idvvmnx3JCQEN555x2mTp3aJc1SPaaVdlJXV8eaNWtYsmQJubm5LZ4zdepUli5dgq3t36Snv4BW29heZ4GPz0yCgxdiZ9c9Nv9cCCFkioq+JT39BVSqzCZ1zs5X06/fShwdByNkQcHaggbbL4Dn/3nS+43el53pQAhB2bYy0hekU5OkX3BxHOZI2Kowel3Zq+E8WQi+KypiQUYGgx0cWNqnDwM7Qahjc5FcU8OTaWnkqlSs6Nev4eX2559/8sQTT5CS0nLSmKuuuoqXX36Z8ePHdymF3qPIL5Lq6mo+/fRT3n33XQoLC1s8Z+jQoSxfvpxrrrmmoUyjKSU9/UXy81fT2FVRkizx8bmP4OAXsbUN7mjxzYIQMqWlv5KZ+XqTnZmgT/zQp8/beHhMafbD0ZRqyFycSe6KXIRKgAX4zvYl5OUQbPy6v0dG5Z5K0hekU7lTP2ux9rcm5NUQfO71QWHZsvVTJcusyM1lSVYWUz08eK13b7w7ceIDY5NaU8NrmZn8XV7OgqAg5vr7N3Mp1Gq1rFq1ipdffrnFxVCAK664goULFzJp0qQu4VXWo8jbSEVFBStWrOD9999v9cv39PTkrbfe4v7772/VDq5UxpGe/jzl5X81KZckK3x9ZxMUtABb20Cjy28OZFlFYeFGsrPfpbb2WJM6KysPgoNfwc/vwQvm0KzPruf0a6f13i0yKOwU+D/mT8CTAdj4dD+FroxTcvq105T+ot93YOlmSfALwfg94oeFXdvWV8o0Gt7MzGRdQQEP+fnxeEBAt1boJ2treT0zk21lZcwPCGCuvz9OF3AoKCsr47XXXuPjjz9Gp2s5QmdERAQvvvgit912W6de2+pR5OdBCMGhQ4f44osv2LhxI0qlssXzbG1tmTt3LgsXLmyWa7A1Kip2kpHxMpWVO86pscDDYwr+/g/j4jKuS03vzqDVVpKXt4qcnA9Qq/Ob1CkUtgQEPEFQ0PNYWrbtXp2hJrWG0y+dpvh7fdwWyUrC63YvAuYF4BTdtW3oslam5McScpbnULVbn8xa4aAgcH4ggU8FYuncPi+njLo63snO5puiIqZ7evJUYCBhXXDnYmuk1dayKCuLn0tKmBcQwLyAgAb/+rZy7Ngxnn76abZu3drqOaGhocyaNYuZM2fi7+9/qWIbnR5F3gIlJSVs2LCBL774olnm+sY4ODjwyCOPMH/+fHx8Lj6BghCCiooYMjJepqpqd7N6O7sw/PwexMfnXqys3C66fVMihKCqag+FhRsoLNyITtf0pWdh4YSf34P4+8/D1vbSco1WHawia0kWJVtKwLAj2/lqZ/zn+eMxxaNVs0NnRFOmIf/zfHJX5KLK1i/wWjhb4PeAH4FPB2LtbZxRdJFazce5uazMy2OMszPPBAYyso2Djs6GTgh+LS1lZV4eh5RKHvHz48mAAFwuEL7gQhw8eJBFixaxZcuWVs9RKBTcfPPN3H///UyaNAnrTjLL6VHkBoqLi/njjz/YsmULP/30ExpN63knnZ2dmTdvHo8//jjuLbg1XSxCCMrL/yIz860WRuj6Uayn5zQ8Pafi6jq+U+1urKlJpbBwA0VFG6mvP92s3tral4CAefj6PoiVlXFdCetO15G7Ipf8z/PRVeqnxjZBNnjf7Y3XdC8cIhw65YxG1siU/11O8XfFFG0qQq7Vv43swuwImBeA90zvi44O2VZqdDq+yM/nvZwcvK2suNvHh+mennh2EoV0PgpUKj7Pz2d1fj7+NjY87OfHNE9P7Ixs8jhy5AiLFi1i06ZN500g4+npyYwZM7jlllsYM2YMtra2RpXjYrhsFblWq2Xfvn1s27aNbdu2ER8ff8GsP15eXjzxxBM88sgjbTahXCw1Ncnk5X1KQcF6dLqqZvUKhS2uruNxd/8X7u6TsLHpuFRqLSHLapTKQ1RUxFBc/GOToGGNsbcfQGDgM3h734lC0bF2bG21lsJ1heQsz6Hu5FkXULswOzyneeI1zQuHIf/f3rnFxlGdcfz3rbPetb2211mvrVw2mIuVZG0Vx1BEgAqbQOK6BlqpQVRF4oEKUfWBiKJC24deJARPVV6qqFUDRaKhAgVoBJQ0hSQNDYJih5REBhJQmosTr9fJXhzvzd6vD7txbMfGt6zXsz4/aXRmzs4cf3/b898z38w5k19TTyez5v1qH8E3ggxdGBr5rGpjFSu3rGTppqWIbX5iHEqn2XPhAi/19vJWfz/fcrt5qLaWez2eBTV164VUir+fP8/Ovj7eC4V4wOvlx8uX0zQPQ+q/+OILnn32WXbs2DHli55LSkpoaWmhra2NtrY26uvr5/X/LSdGLiKbgV8Da4FbVHVa7pwrIz9//jxHjx7lyJEjI+WhQ4eIRK40yvEUFRXR3t7OI488Qnt7O/Y5Xr5Nl+Hhi/T2vkxPzzYGBrom2UsoL/8mFRW3Ul5+Ey5XM6Wla7DZrl5vLp1OEY12EgrtIxTaSzj8Pun04IT7Llnixut9gNraH1JZece8z06oaSW0N0TglQDB14KkgpevqkrqS1javpTK2yqpWF+B05fb3pMOKxePXiR8MEzk3xH63+xnKHTZvEsbSqnZXEPNgzWUrs7vFVZ0aIg3gkFe6u3lo2iUDo+Hu6uqaHG7uSYPvcyvYjF2BYPs6u/n42iUVreb+6qr+b7XS2UeRkT39/ezY8cOtm/fzuHDh6d1jM/no6mpiYaGBhoaGmhsbGTNmjU567XnysjXksle/gF4MpdG/sILLxAIBIhEIoTDYcLh8Mh6JBLh7NmznDt3buqGxlFfXz9yc2PZsmUzPv5qoaoMDHTR17eTYHAXg4NHv3Z/m60El+tGXK5mHA4fxcU12O3ebJlZFxHS6TjpdGLUEieZPMPg4DFiseMjSyZdMvk7N0WK8Xg6qK19CI+nPee97+mSHkoT3h8m8GqA4M6xpg7gWOmgYn0FFbdVUL6uHIfPgWOFA5tj5l8+Q5EhEqcSxE/EiXwUIXIwQuTDCMPRsb+30oZSah6owbvZS9nahfmM97lEgteDQfaFQuwLhSgrKqLF7abV7eZOtxufw3FVe5rx4WH+e/EiXdEonQMDfBAO05dKca/Hw33V1dxdVbVgrhBUla6urpGHH8Lh8NQHjcJms1FXV4fH46GyspKKiooxZWVlJevWraO1tXXGseU0tSIi+8ixka9YsYKenp5ZRHclzc3NbNq0iY6ODtavX78g86ux2JcEg7vo799FKHSArzPZXOF0Xovb3YLb3YrH07Hg50JJD6UJvx8mfCBM5GCE8AfhkZz6eOy1dpw+Jw6fA3uNfcJURzqZJnkmSfxUnMSpBMORidty1jlHviyqNlQtWPOeDFWle3CQvaEQey9c4EA4zGA6zQ0lJVcsVUuW4LDZcNpsOERG1uPpNIFUir5kkkAqRSBbnojH6YxGORaLsbq0lGaXi+bycm4pL+em8nJsC/DcG00sFuPtt98eSc2ePn36qrT72GOPsW3bthkfZ3kj9/v9dHd3T73jBHi9XjZu3EhbWxv33HOP5eYET6XOEw4fZGCgk2i0i2i0k2Ry4lGmc8HprKOy8k6qqlpxu1ssP3BJ08rgZ4OZtMfBCIOfD5I4lSDRk5jV96KtxJbp0fscuJpcVK7PpG8KcdDShVSKL2MxjsdiHMuWx2MxIsPDJNJp4uk0iewST6dx2GzUFhfjtdupKS6mJlv6HA6aXS4ay8pwLpAe92xRVbq7u3nnnXfYvXs3+/fvJ5FIzKqtp556iueee27Gx01m5FMmokTkn8BEd9p+qap/m6B+snYeBR4FWLVq1XQPG6GiomLKfYqLi1m9ejWNjY0jOauGhgauv/56S4zamgy7fSnV1R1jpnhNJnuJRg9x8eIRUqkAyWRgTJlK9QE2bDYHNpsDEQc2mxObzYHdXk1JST0lJTdQWpopnc7rKCoqrMmYxCaU+cso85ex/EeXZ77TYSVxNpEx9VOJK9IxI8cXCcXLi3H4HDh9TpYsXbIgr95yQZXdzs12OzdP47xbLIgIfr8fv9/PE088QTwep7u7e+Se3KX7cidOnJiyren42Yxis0qPfOvWrZw5c+aKfNOl0u12U1dXZ6aNNRgMeWVgYICTJ0+OuYc3vuzo6GDDhg0zbnvWPfKFwpYtW/IdgsFgMEyJy+XC7/fP68+cU75BRL4nIqeB9cBbIrL76oRlMBgMhumSlwFBItIH/G/KHSemGghexXCsgtG9+Fis2o3uyblGVb3jK/Ni5HNBRD6eKEdU6Bjdi4/Fqt3onjnWfZTDYDAYDIAxcoPBYLA8VjTyP+Y7gDxhdC8+Fqt2o3uGWC5HbjAYDIaxWLFHbjAYDIZRGCM3GAwGi2MpIxeRNhH5XESOi8jT+Y4nV4jI8yISEJEjo+qWisgeETmWLRf2VISzQER8IrJXRLpF5KiIPJ6tL2jtIuIUkY9E5HBW92+y9QWt+xIiUiQih0Tkzex2wesWkRMi8qmIfCIiH2frZq3bMkYuIkXA74FvA37gByIyv+Ng548/A23j6p4G3lXVeuDd7HahMQT8VFXXArcCP8n+jQtdewK4S1VvBJqANhG5lcLXfYnHgdFTmy4W3a2q2jTq2fFZ67aMkQO3AMdV9StVTQJ/Be7Pc0w5QVX/BZwfV30/8GJ2/UXgu/Ma1DygqmdVtSu7HiVzcq+gwLVrhoHspj27KAWuG0BEVgLfAf40qrrgdU/CrHVbychXAKdGbZ/O1i0WalX1LGQMD6jJczw5RUTqgHXAhywC7dn0widAANijqotCN7AV+BmZN41dYjHoVuAfItKZneIb5qDbMrMfAhNNBG2enSxARMQF7AS2qGpkMcwBrqrDQJOIuIHXRaQx3zHlGhHpAAKq2ikiLfmOZ565XVV7RKQG2CMin82lMSv1yE8DvlHbK4Gr8+43a9ArIssAsmUgz/HkBBGxkzHxv6jqa9nqRaEdQFVDwD4y90gKXfftwH0icoJMqvQuEXmJwteNqvZkywDwOpnU8ax1W8nI/wPUi8i1IlIMPAjsynNM88ku4OHs+sPAtN/OZBUk0/XeDnSr6u9GfVTQ2kXEm+2JIyIlwN3AZxS4blX9uaquVNU6Mufze6r6EAWuW0TKRKT80jqwETjCHHRbamSniLSTyakVAc+r6jN5DikniMjLQAuZaS17gV8BbwCvAKuAk8BmVR1/Q9TSiMgdwAHgUy7nTH9BJk9esNpF5Btkbm4VkelcvaKqvxURDwWsezTZ1MqTqtpR6LpF5DoyvXDIpLd3qOozc9FtKSM3GAwGw5VYKbViMBgMhgkwRm4wGAwWxxi5wWAwWBxj5AaDwWBxjJEbDAaDxTFGbjAYDBbHGLnBYDBYnP8DJggrTQQeiTUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# %load color-demo.py\n",
    "\"\"\"\n",
    "===================\n",
    "Styling with cycler\n",
    "===================\n",
    "\n",
    "Demo of custom property-cycle settings to control colors and other style\n",
    "properties for multi-line plots.\n",
    "\n",
    "This example demonstrates two different APIs:\n",
    "\n",
    "    1. Setting the default rc parameter specifying the property cycle.\n",
    "       This affects all subsequent axes (but not axes already created).\n",
    "    2. Setting the property cycle for a single pair of axes.\n",
    "\"\"\"\n",
    "\n",
    "from cycler import cycler\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "x = np.linspace(0, 2 * np.pi)\n",
    "offsets = np.linspace(0, 2*np.pi, 4, endpoint=False)\n",
    "# Create array with shifted-sine curve along each column\n",
    "yy = np.transpose([np.sin(x + phi) for phi in offsets])\n",
    "\n",
    "# 1. Setting prop cycle on default rc parameter\n",
    "plt.rc('lines', linewidth=4)\n",
    "plt.rc('axes', prop_cycle=(cycler('color', ['r', 'g', 'b', 'y']) +\n",
    "                           cycler('linestyle', ['-', '--', ':', '-.'])))\n",
    "fig, (ax0, ax1) = plt.subplots(nrows=2)\n",
    "ax0.plot(yy)\n",
    "ax0.set_title('Set default color cycle to rgby')\n",
    "\n",
    "# 2. Define prop cycle for single set of axes\n",
    "ax1.set_prop_cycle(cycler('color', ['c', 'm', 'y', 'k']) +\n",
    "                   cycler('lw', [1, 2, 3, 4]))\n",
    "ax1.plot(yy)\n",
    "ax1.set_title('Set axes color cycle to cmyk')\n",
    "\n",
    "# Tweak spacing between subplots to prevent labels from overlapping\n",
    "fig.subplots_adjust(hspace=0.3)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# %load https://matplotlib.org/mpl_examples/color/color_cycle_demo.py\n",
    "\"\"\"\n",
    "===================\n",
    "Styling with cycler\n",
    "===================\n",
    "\n",
    "Demo of custom property-cycle settings to control colors and other style\n",
    "properties for multi-line plots.\n",
    "\n",
    "This example demonstrates two different APIs:\n",
    "\n",
    "    1. Setting the default rc parameter specifying the property cycle.\n",
    "       This affects all subsequent axes (but not axes already created).\n",
    "    2. Setting the property cycle for a single pair of axes.\n",
    "\"\"\"\n",
    "from cycler import cycler\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "x = np.linspace(0, 2 * np.pi)\n",
    "offsets = np.linspace(0, 2*np.pi, 4, endpoint=False)\n",
    "# Create array with shifted-sine curve along each column\n",
    "yy = np.transpose([np.sin(x + phi) for phi in offsets])\n",
    "\n",
    "# 1. Setting prop cycle on default rc parameter\n",
    "plt.rc('lines', linewidth=4)\n",
    "plt.rc('axes', prop_cycle=(cycler('color', ['r', 'g', 'b', 'y']) +\n",
    "                           cycler('linestyle', ['-', '--', ':', '-.'])))\n",
    "fig, (ax0, ax1) = plt.subplots(nrows=2)\n",
    "ax0.plot(yy)\n",
    "ax0.set_title('Set default color cycle to rgby')\n",
    "\n",
    "# 2. Define prop cycle for single set of axes\n",
    "ax1.set_prop_cycle(cycler('color', ['c', 'm', 'y', 'k']) +\n",
    "                   cycler('lw', [1, 2, 3, 4]))\n",
    "ax1.plot(yy)\n",
    "ax1.set_title('Set axes color cycle to cmyk')\n",
    "\n",
    "# Tweak spacing between subplots to prevent labels from overlapping\n",
    "fig.subplots_adjust(hspace=0.3)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%run color-demo.py"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
